Data Initialization and Clean-up

Install “tm” package

#install.packages("tm")

Use Library “tm”

library(tm)
## Loading required package: NLP
library(dplyr)
## 
## Attaching package: 'dplyr'
## The following objects are masked from 'package:stats':
## 
##     filter, lag
## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

Create VCorpus

pom <- VCorpus(DirSource("./Data", ignore.case = TRUE, mode = "text"))
str(pom)
## Classes 'VCorpus', 'Corpus'  hidden list of 3
##  $ content:List of 1
##   ..$ :List of 2
##   .. ..$ content: chr [1:6942] "" "CHAPTER I" "" "ON THE ARIZONA HILLS" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "APrincessOfMars.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##  $ meta   : list()
##   ..- attr(*, "class")= chr "CorpusMeta"
##  $ dmeta  :'data.frame': 1 obs. of  0 variables
pom
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 1

Extract the text from the corpus

pomtext <- pom[[1]]
pomtext
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 357399

See the content of the document

pomtext[[1]][1:10]
##  [1] ""                                                                       
##  [2] "CHAPTER I"                                                              
##  [3] ""                                                                       
##  [4] "ON THE ARIZONA HILLS"                                                   
##  [5] ""                                                                       
##  [6] ""                                                                       
##  [7] "I am a very old man; how old I do not know.  Possibly I am a hundred,"  
##  [8] "possibly more; but I cannot tell because I have never aged as other"    
##  [9] "men, nor do I remember any childhood.  So far as I can recollect I have"
## [10] "always been a man, a man of about thirty.  I appear today as I did"

Identify chapters

pombook <- pomtext[[1]]
chap_idx = c()
for(i in 1:length(pombook)){
  if(grepl("CHAPTER ", pombook[i])){
    chap_idx <- append(chap_idx, i)
    print(pombook[i])
  }
}
## [1] "CHAPTER I"
## [1] "CHAPTER II"
## [1] "CHAPTER III"
## [1] "CHAPTER IV"
## [1] "CHAPTER V"
## [1] "CHAPTER VI"
## [1] "CHAPTER VII"
## [1] "CHAPTER VIII"
## [1] "CHAPTER IX"
## [1] "CHAPTER X"
## [1] "CHAPTER XI"
## [1] "CHAPTER XII"
## [1] "CHAPTER XIII"
## [1] "CHAPTER XIV"
## [1] "CHAPTER XV"
## [1] "CHAPTER XVI"
## [1] "CHAPTER XVII"
## [1] "CHAPTER XVIII"
## [1] "CHAPTER XIX"
## [1] "CHAPTER XX"
## [1] "CHAPTER XXI"
## [1] "CHAPTER XXII"
## [1] "CHAPTER XXIII"
## [1] "CHAPTER XXIV"
## [1] "CHAPTER XXV"
## [1] "CHAPTER XXVI"
## [1] "CHAPTER XXVII"
## [1] "CHAPTER XXVIII"

Extract Chapters to variables

lst_chap_idx <- tail(chap_idx,1)
lst_book_idx <- length(pombook)

pom_chapter <- character()

for(i in seq(1, length(chap_idx))){
  
  from <- chap_idx[i]+1
  
  if(chap_idx[i] == lst_chap_idx){
    to <- lst_book_idx-1
  } else {
    to <- chap_idx[i+1]-1
  }
  
  assign(paste0("chapter_",i), pombook[from:to])

}
head(chapter_1)
## [1] ""                                                                     
## [2] "ON THE ARIZONA HILLS"                                                 
## [3] ""                                                                     
## [4] ""                                                                     
## [5] "I am a very old man; how old I do not know.  Possibly I am a hundred,"
## [6] "possibly more; but I cannot tell because I have never aged as other"

Write Chapters to seperate files

if (!dir.exists("./Data/chapters")){
  dir.create("./Data/chapters")
}else{
  print("Chapters dir exists")
}
## [1] "Chapters dir exists"
for(i in seq(1, length(chap_idx))){
  ch <- get(eval(paste0("chapter_",i)))
  file <- paste0("./Data/chapters/chapter_",i,".txt")
  
  write.table(ch, file=file, sep="\t", row.names=FALSE, col.names=FALSE,quote=FALSE);
}

Get VCorpus from the chapters

pom2 <- VCorpus(DirSource("./Data/chapters", ignore.case = TRUE, mode = "text"))
str(pom2)
## Classes 'VCorpus', 'Corpus'  hidden list of 3
##  $ content:List of 28
##   ..$ :List of 2
##   .. ..$ content: chr [1:267] "" "ON THE ARIZONA HILLS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_1.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:358] "" "CHAMPION AND CHIEF" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_10.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:258] "" "WITH DEJAH THORIS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_11.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:204] "" "A PRISONER WITH POWER" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_12.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:244] "" "LOVE-MAKING ON MARS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_13.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:350] "" "A DUEL TO THE DEATH" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_14.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:313] "" "SOLA TELLS ME HER STORY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_15.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:369] "" "WE PLAN ESCAPE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_16.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:289] "" "A COSTLY RECAPTURE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_17.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:167] "" "CHAINED IN WARHOON" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_18.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:183] "" "BATTLING IN THE ARENA" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_19.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:166] "" "THE ESCAPE OF THE DEAD" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_2.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:341] "" "IN THE ATMOSPHERE FACTORY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_20.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:373] "" "AN AIR SCOUT FOR ZODANGA" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_21.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:389] "" "I FIND DEJAH" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_22.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:240] "" "LOST IN THE SKY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_23.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:289] "" "TARS TARKAS FINDS A FRIEND" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_24.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:193] "" "THE LOOTING OF ZODANGA" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_25.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:254] "" "THROUGH CARNAGE TO JOY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_26.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:225] "" "FROM JOY TO DEATH" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_27.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:75] "" "AT THE ARIZONA CAVE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_28.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:268] "" "MY ADVENT ON MARS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_3.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:221] "" "A PRISONER" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_4.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:152] "" "I ELUDE MY WATCH DOG" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_5.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:165] "" "A FIGHT THAT WON FRIENDS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_6.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:204] "" "CHILD-RAISING ON MARS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_7.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:207] "" "A FAIR CAPTIVE FROM THE SKY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_8.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:148] "" "I LEARN THE LANGUAGE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_9.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##  $ meta   : list()
##   ..- attr(*, "class")= chr "CorpusMeta"
##  $ dmeta  :'data.frame': 28 obs. of  0 variables
pom2
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 28
for(ch in 1:length(chap_idx)){
  curr_chapter <- get(eval(paste0("chapter_",ch)))
  
  len <- length(curr_chapter)
  word_list <- character()
  all_sentence <- character()
  sentence_list <- character()
  
  for(i in 1:len){
    words <- c(strsplit(curr_chapter[i], split=" ")[[1]])
    word_list <- append(word_list, words)
    all_sentence <- paste(all_sentence, curr_chapter[i])
  }
  
  sentence_list <- c(strsplit(all_sentence, split="[.]")[[1]])
  
  word_len <- nchar(word_list)
  word_df <- data.frame("word" = word_list, "word_len" = word_len)
  word_df <- word_df %>% arrange(desc(word_len))
  assign(paste0("df_lon_wrd_chap_",ch), word_df[1:10,])
  
  sen_len <- nchar(sentence_list)
  sen_df <- data.frame("sentence" = sentence_list, "sentence_len" = sen_len)
  sen_df <- sen_df %>% arrange(desc(sen_len))
  assign(paste0("df_lon_sen_chap_",ch), sen_df[1:10,])

  if(ch < 12){
    print(paste("Longest words and sentences for chapter",ch))
    print(get(eval(paste0("df_lon_wrd_chap_",ch))))
    print(get(eval(paste0("df_lon_sen_chap_",ch))))
  }
}
## [1] "Longest words and sentences for chapter 1"
##              word word_len
## 1  sensitiveness,       14
## 2  subconsciously       14
## 3  characteristic       14
## 4  resuscitation.       14
## 5   resurrection.       13
## 6   substantiate.       13
## 7   understanding       13
## 8   (Confederate)       13
## 9   civilization,       13
## 10  comparatively       13
##                                                                                                                                                                                                                                                                                                                                                                                     sentence
## 1    However, I am not prone to sensitiveness, and the following of a sense of duty, wherever it may lead, has always been a kind of fetich with me throughout my life; which may account for the honors bestowed upon me by three republics and the decorations and friendships of an old and powerful emperor and several lesser kings, in whose service my sword has been red many a time
## 2         The fact that it is difficult to aim anything but imprecations accurately by moonlight, that they were upset by the sudden and unexpected manner of my advent, and that I was a rather rapidly moving target saved me from the various deadly projectiles of the enemy and permitted me to reach the shadows of the surrounding peaks before an orderly pursuit could be organized
## 3                Since we had entered the territory we had not seen a hostile Indian, and we had, therefore, become careless in the extreme, and were wont to ridicule the stories we had heard of the great numbers of these vicious marauders that were supposed to haunt the trails, taking their toll in lives and torture of every white party which fell into their merciless clutches
## 4                                  In this instance I was, of course, positive that Powell was the center of attraction, but whether I thought or acted first I do not know, but within an instant from the moment the scene broke upon my view I had whipped out my revolvers and was charging down upon the entire army of warriors, shooting rapidly, and whooping at the top of my lungs
## 5                                                       The morning of Powell's departure was, like nearly all Arizona mornings, clear and beautiful; I could see him and his little pack animals picking their way down the mountainside toward the valley, and all during the morning I would catch occasional glimpses of them as they topped a hog back or came out upon a level plateau
## 6                                                                       My horse was traveling practically unguided as I knew that I had probably less knowledge of the exact location of the trail to the pass than he, and thus it happened that he entered a defile which led to the summit of the range and not to the pass which I had hoped would carry me to the valley and to safety
## 7                                                                                            I do not believe that I am made of the stuff which constitutes heroes, because, in all of the hundreds of instances that my voluntary acts have placed me face to face with death, I cannot recall a single one where any alternative step to that I took occurred to me until many hours later
## 8                                                                                                      I was positive now that the trailers were Apaches and that they wished to capture Powell alive for the fiendish pleasure of the torture, so I urged my horse onward at a most dangerous pace, hoping against hope that I would catch up with the red rascals before they attacked him
## 9                                                                                                            I soon became so drowsy that I could scarcely resist the strong desire to throw myself on the floor of the cave for a few moments' rest, but I knew that this would never do, as it would mean certain death at the hands of my red friends, who might be upon me at any moment
## 10                                                                                                               I know that the average human mind will not believe what it cannot grasp, and so I do not purpose being pilloried by the public, the pulpit, and the press, and held up as a colossal liar when I am but telling the simple truths which some day science will substantiate
##    sentence_len
## 1           377
## 2           372
## 3           365
## 4           347
## 5           326
## 6           310
## 7           289
## 8           279
## 9           273
## 10          269
## [1] "Longest words and sentences for chapter 2"
##               word word_len
## 1  panic-stricken.       15
## 2  fascination--it       15
## 3   paint-streaked       14
## 4   metamorphosis.       14
## 5    war-bonneted,       13
## 6    contemplation       13
## 7    interruption.       13
## 8    bewilderment;       13
## 9    apprehension.       13
## 10   cacti-studded       13
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                    sentence
## 1    Few western wonders are more inspiring than the beauties of an Arizona moonlit landscape; the silvered mountains in the distance, the strange lights and shadows upon hog back and arroyo, and the grotesque details of the stiff, yet beautiful cacti form a picture at once enchanting and inspiring; as though one were catching for the first time a glimpse of some dead and forgotten world, so different is it from the aspect of any other spot upon our earth
## 2                                                                  I reasoned with myself that I had lain helpless for many hours within the cave, yet nothing had molested me, and my better judgment, when permitted the direction of clear and logical reasoning, convinced me that the noises I had heard must have resulted from purely natural and harmless causes; probably the conformation of the cave was such that a slight breeze had caused the sounds I heard
## 3                                                                                       To be held paralyzed, with one's back toward some horrible and unknown danger from the very sound of which the ferocious Apache warriors turn in wild stampede, as a flock of sheep would madly flee from a pack of wolves, seems to me the last word in fearsome predicaments for a man who had ever been used to fighting for his life with all the energy of a powerful physique
## 4                                                                                                     Fear is a relative term and so I can only measure my feelings at that time by what I had experienced in previous positions of danger and by those that I have passed through since; but I can say without shame that if the sensations I endured during the next few minutes were fear, then may God help the coward, for cowardice is of a surety its own punishment
## 5                                                                                                            Late in the afternoon my horse, which had been standing with dragging rein before the cave, started slowly down the trail, evidently in search of food and water, and I was left alone with my mysterious unknown companion and the dead body of my friend, which lay just within my range of vision upon the ledge where I had placed it in the early morning
## 6                                                                                                                                                                                         My first thought was, is this then death!  Have I indeed passed over forever into that other life!  But I could not well believe this, as I could feel my heart pounding against my ribs from the exertion of my efforts to release myself from the anaesthesis which had held me
## 7                                                                                                                                                                                                    From then until possibly midnight all was silence, the silence of the dead; then, suddenly, the awful moan of the morning broke upon my startled ears, and there came again from the black shadows the sound of a moving thing, and a faint rustling as of dead leaves
## 8                                                                                                                                                                                                                        My only alternative seemed to lie in flight and my decision was crystallized by a recurrence of the rustling sound from the thing which now seemed, in the darkness of the cave and to my distorted imagination, to be creeping stealthily upon me
## 9                                                                                                                                                                                                                                                   There also came to my nostrils a faintly pungent odor, and I could only assume that I had been overcome by some poisonous gas, but why I should retain my mental faculties and yet be unable to move I could not fathom
## 10                                                                                                                                                                                                                                                      I had not long to wait before a stealthy sound apprised me of their nearness, and then a war-bonneted, paint-streaked face was thrust cautiously around the shoulder of the cliff, and savage eyes looked into mine
##    sentence_len
## 1           456
## 2           394
## 3           373
## 4           359
## 5           352
## 6           275
## 7           264
## 8           244
## 9           217
## 10          213
## [1] "Longest words and sentences for chapter 3"
##               word word_len
## 1  yellowish-green       15
## 2  characteristics       15
## 3  strange-looking       15
## 4   irregularities       14
## 5   quartz-bearing       14
## 6   characteristic       14
## 7    consciousness       13
## 8    independently       13
## 9    accouterments       13
## 10   noiselessness       13
##                                                                                                                                                                                                                                                                                                                                                                                                                    sentence
## 1    The throwing down of his weapons and the withdrawing of his troop before his advance toward me would have signified a peaceful mission anywhere on Earth, so why not, then, on Mars!  Placing my hand over my heart I bowed low to the Martian and explained to him that while I did not understand his language, his actions spoke for the peace and friendship that at the present moment were most dear to my heart
## 2                                                                            He sat his mount as we sit a horse, grasping the animal's barrel with his lower limbs, while the hands of his two right arms held his immense spear low at the side of his mount; his two left arms were outstretched laterally to help preserve his balance, the thing he rode having neither bridle or reins of any description for guidance
## 3                                                                             Their eyes were set at the extreme sides of their heads a trifle above the center and protruded in such a manner that they could be directed either forward or back and also independently of each other, thus permitting this queer animal to look in any direction, or in two directions at once, without the necessity of turning the head
## 4                                                                                                           And his mount!  How can earthly words describe it!  It towered ten feet at the shoulder; had four legs on either side; a broad flat tail, larger at the tip than at the root, and which it held straight out behind while running; a gaping mouth which split its head from its snout to its long, massive neck
## 5                                                                                                                            The respite my unexpected agility had given me permitted me to formulate plans for the immediate future and to note more closely the appearance of the warriors, for I could not disassociate these people in my mind from those other warriors who, only the day before, had been pursuing me
## 6                                                                                                                                The result is that they are infinitely less agile and less powerful, in proportion to their weight, than an Earth man, and I doubt that were one of them suddenly to be transported to Earth he could lift his own weight from the ground; in fact, I am convinced that he could not do so
## 7                                                                                                                                    Coming, as they did, over the soft and soundless moss, which covers practically the entire surface of Mars with the exception of the frozen areas at the poles and the scattered cultivated districts, they might have captured me easily, but their intentions were far more sinister
## 8                                                                                                                                                     But the little sound caused me to turn, and there upon me, not ten feet from my breast, was the point of that huge spear, a spear forty feet long, tipped with gleaming metal, and held low at the side of a mounted replica of the little devils I had been watching
## 9                                                                                                                                                              Instead of progressing in a sane and dignified manner, my attempts to walk resulted in a variety of hops which took me clear of the ground a couple of feet at each step and landed me sprawling upon my face or back at the end of each second or third hop
## 10                                                                                                                                                                Behind this first charging demon trailed nineteen others, similar in all respects, but, as I learned later, bearing individual characteristics peculiar to themselves; precisely as no two of us are identical although we are all cast in a similar mold
##    sentence_len
## 1           408
## 2           336
## 3           335
## 4           305
## 5           288
## 6           283
## 7           280
## 8           263
## 9           254
## 10          251
## [1] "Longest words and sentences for chapter 4"
##                   word word_len
## 1  peaceful--otherwise       19
## 2       vice-chieftain       14
## 3        circumstances       13
## 4        consideration       13
## 5        manifestation       13
## 6        consideration       13
## 7         seventy-nine       12
## 8         one-thousand       12
## 9         therapeutics       12
## 10        communities.       12
##                                                                                                                                                                                                                                                                                                                                                                                                                                                             sentence
## 1    I saw no signs of extreme age among them, nor is there any appreciable difference in their appearance from the age of maturity, about forty, until, at about the age of one thousand years, they go voluntarily upon their last strange pilgrimage down the river Iss, which leads no living Martian knows whither and from whose bosom no Martian has ever returned, or would be allowed to live did he return after once embarking upon its cold, dark waters
## 2                                          They first repeated the word "sak" a number of times, and then Tars Tarkas made several jumps, repeating the same word before each leap; then, turning to me, he said, "sak!"  I saw what they were after, and gathering myself together I "sakked" with such marvelous success that I cleared a good hundred and fifty feet; nor did I, this time, lose my equilibrium, but landed squarely upon my feet without falling
## 3                                           What struck me as most remarkable about this assemblage and the hall in which they were congregated was the fact that the creatures were entirely out of proportion to the desks, chairs, and other furnishings; these being of a size adapted to human beings such as I, whereas the great bulks of the Martians could scarcely have squeezed into the chairs, nor was there room beneath the desks for their long legs
## 4                                                                                  My exhibition had been witnessed by several hundred lesser Martians, and they immediately broke into demands for a repetition, which the chieftain then ordered me to make; but I was both hungry and thirsty, and determined on the spot that my only method of salvation was to demand the consideration from these creatures which they evidently would not voluntarily accord
## 5                                                                                                The room was well lighted by a number of large windows and was beautifully decorated with mural paintings and mosaics, but upon all there seemed to rest that indefinable touch of the finger of antiquity which convinced me that the architects and builders of these wondrous creations had nothing in common with the crude half-brutes which now occupied them
## 6                                                                                                    Owing to the waning resources of the planet it evidently became necessary to counteract the increasing longevity which their remarkable skill in therapeutics and surgery produced, and so human life has come to be considered but lightly on Mars, as is evidenced by their dangerous sports and the almost continual warfare between the various communities
## 7                                                                                                                                                  Evidently, then, there were other denizens on Mars than the wild and grotesque creatures into whose hands I had fallen, but the evidences of extreme antiquity which showed all around me indicated that these buildings might have belonged to some long-extinct and forgotten race in the dim antiquity of Mars
## 8                                                                                                                                                                        As he banged me down upon my feet his face was bent close to mine and I did the only thing a gentleman might do under the circumstances of brutality, boorishness, and lack of consideration for a stranger's rights; I swung my fist squarely to his jaw and he went down like a felled ox
## 9                                                                                                                                                                                 Toward the center of the city was a large plaza, and upon this and in the buildings immediately surrounding it were camped some nine or ten hundred creatures of the same breed as my captors, for such I now considered them despite the suave manner in which I had been trapped
## 10                                                                                                                                                                                     Had the men been strangers, and therefore unable to exchange names, they would have silently exchanged ornaments, had their missions been peaceful--otherwise they would have exchanged shots, or have fought out their introduction with some other of their various weapons
##    sentence_len
## 1           449
## 2           411
## 3           410
## 4           371
## 5           357
## 6           353
## 7           306
## 8           285
## 9           276
## 10          271
## [1] "Longest words and sentences for chapter 5"
##                 word word_len
## 1  ferocious-looking       17
## 2    gardens--scenes       15
## 3    characteristics       15
## 4     wicked-looking       14
## 5     representation       14
## 6     uncomfortable,       14
## 7      ministrations       13
## 8      semi-barbaric       13
## 9      intelligence,       13
## 10      invigorated,       12
##                                                                                                                                                                                                                                                                                                                                                                                                    sentence
## 1    The nights are either brilliantly illumined or very dark, for if neither of the two moons of Mars happen to be in the sky almost total darkness results, since the lack of atmosphere, or, rather, the very thin atmosphere, fails to diffuse the starlight to any great extent; on the other hand, if both of the moons are in the heavens at night the surface of the ground is brightly illuminated
## 2                             This last device produces an intensely brilliant far-reaching white light, but as the natural oil which it requires can only be obtained by mining in one of several widely separated and remote localities it is seldom used by these creatures whose only thought is for today, and whose hatred for manual labor has kept them in a semi-barbaric state for countless ages
## 3                                                I could not but wonder what this ferocious-looking monstrosity might do when left alone in such close proximity to such a relatively tender morsel of meat; but my fears were groundless, as the beast, after surveying me intently for a moment, crossed the room to the only exit which led to the street, and lay down full length across the threshold
## 4                                                  And it is well that nature has so graciously and abundantly lighted the Martian night, for the green men of Mars, being a nomadic race without high intellectual development, have but crude means for artificial lighting; depending principally upon torches, a kind of candle, and a peculiar oil lamp which generates a gas and burns without a wick
## 5                                                                                    It came, as I later discovered, not from an animal, as there is only one mammal on Mars and that one very rare indeed, but from a large plant which grows practically without water, but seems to distill its plentiful supply of milk from the products of the soil, the moisture of the air, and the rays of the sun
## 6                                                                                                                    The work had evidently been wrought by a master hand, so subtle the atmosphere, so perfect the technique; yet nowhere was there a representation of a living animal, either human or brute, by which I could guess at the likeness of these other and perhaps extinct denizens of Mars
## 7                                                                                                                    Both of Mars' moons are vastly nearer her than is our moon to Earth; the nearer moon being but about five thousand miles distant, while the further is but little more than fourteen thousand miles away, against the nearly one-quarter million miles which separate us from our moon
## 8                                                                                                                        The nearer moon of Mars makes a complete revolution around the planet in a little over seven and one-half hours, so that she may be seen hurtling through the sky like some huge meteor two or three times each night, revealing all her phases during each transit of the heavens
## 9                                                                                                                                Across the threshold lay stretched the sleepless guardian brute, just as I had last seen him on the preceding day; apparently he had not moved a muscle; his eyes were fairly glued upon me, and I fell to wondering just what might befall me should I endeavor to escape
## 10                                                                                                                                This girl alone, among all the green Martians with whom I came in contact, disclosed characteristics of sympathy, kindliness, and affection; her ministrations to my bodily wants were unfailing, and her solicitous care saved me from much suffering and many hardships
##    sentence_len
## 1           392
## 2           367
## 3           348
## 4           346
## 5           312
## 6           280
## 7           280
## 8           275
## 9           268
## 10          267
## [1] "Longest words and sentences for chapter 6"
##                word word_len
## 1  fearsome-looking       16
## 2   non-protruding;       15
## 3    overwhelmingly       14
## 4     myriad-legged       13
## 5     accomplishing       13
## 6      gesticulated       12
## 7      intermediary       12
## 8      executioner.       12
## 9      watch-thing;       12
## 10     transcending       12
##                                                                                                                                                                                                                                                                                                                                                                                                                                           sentence
## 1    My beast had an advantage in his first hold, having sunk his mighty fangs far into the breast of his adversary; but the great arms and paws of the ape, backed by muscles far transcending those of the Martian men I had seen, had locked the throat of my guardian and slowly were choking out his life, and bending back his head and neck upon his body, where I momentarily expected the former to fall limp at the end of a broken neck
## 2                                                         I am ever willing to stand and fight when the odds are not too overwhelmingly against me, but in this instance I perceived neither glory nor profit in pitting my relatively puny strength against the iron muscles and brutal ferocity of this enraged denizen of an unknown world; in fact, the only outcome of such an encounter, so far as I might be concerned, seemed sudden death
## 3                                                                                            I had at least two friends on Mars; a young woman who watched over me with motherly solicitude, and a dumb brute which, as I later came to know, held in its poor ugly carcass more love, more loyalty, more gratitude than could have been found in the entire five million green Martians who rove the deserted cities and dead sea bottoms of Mars
## 4                                                                                                 Suddenly I came to myself and, with that strange instinct which seems ever to prompt me to my duty, I seized the cudgel, which had fallen to the floor at the commencement of the battle, and swinging it with all the power of my earthly arms I crashed it full upon the head of the ape, crushing his skull as though it had been an eggshell
## 5                                                                                                                                          It is true I held the cudgel, but what could I do with it against his four great arms?  Even should I break one of them with my first blow, for I figured that he would attempt to ward off the cudgel, he could reach out and annihilate me with the others before I could recover for a second attack
## 6                                                                                                                                                Evidently devoid of all the finer sentiments of friendship, love, or affection, these people fairly worship physical prowess and bravery, and nothing is too good for the object of their adoration as long as he maintains his position by repeated examples of his skill, strength, and courage
## 7                                                                                                                                                                          I was standing near the window and I knew that once in the street I might gain the plaza and safety before the creature could overtake me; at least there was a chance for safety in flight, against almost certain death should I remain and fight however desperately
## 8                                                                                                                                                                                   With a shriek of fear the ape which held me leaped through the open window, but its mate closed in a terrific death struggle with my preserver, which was nothing less than my faithful watch-thing; I cannot bring myself to call so hideous a creature a dog
## 9                                                                                                                                                                                      I glimpsed him just before he reached the doorway and the sight of him, now roaring as he perceived his lifeless fellow stretched upon the floor, and frothing at the mouth, in the extremity of his rage, filled me, I must confess, with dire forebodings
## 10                                                                                                                                                                                          They seemed to be deep in argument, and finally one of them addressed me, but remembering my ignorance of his language turned back to Tars Tarkas, who, with a word and gesture, gave some command to the fellow and turned to follow us from the room
##    sentence_len
## 1           431
## 2           378
## 3           343
## 4           338
## 5           297
## 6           291
## 7           265
## 8           256
## 9           253
## 10          248
## [1] "Longest words and sentences for chapter 7"
##              word word_len
## 1  conversations.       14
## 2  children--were       14
## 3  representative       14
## 4  circumstances.       14
## 5   CHILD-RAISING       13
## 6   three-wheeled       13
## 7   conversation,       13
## 8   satisfaction,       13
## 9   unnecessarily       13
## 10  intentionally       13
##                                                                                                                                                                                                                                                                                                                                                                                                                                            sentence
## 1    Between these walls the little Martians scampered, wild as deer; being permitted to run the full length of the aisle, where they were captured one at a time by the women and older children; the last in the line capturing the first little one to reach the end of the gauntlet, her opposite in the line capturing the second, and so on until all the little fellows had left the enclosure and been appropriated by some youth or female
## 2                                                               CHILD-RAISING ON MARS   After a breakfast, which was an exact replica of the meal of the preceding day and an index of practically every meal which followed while I was with the green men of Mars, Sola escorted me to the plaza, where I found the entire community engaged in watching or helping at the harnessing of huge mastodonian animals to great three-wheeled chariots
## 3                                                                                                        I do not mean that the adult Martians are unnecessarily or intentionally cruel to the young, but theirs is a hard and pitiless struggle for existence upon a dying planet, the natural resources of which have dwindled to a point where the support of each additional life means an added tax upon the community into which it is thrown
## 4                                                                                                                                                               Entirely unknown to their mothers, who, in turn, would have difficulty in pointing out the fathers with any degree of accuracy, they are the common children of the community, and their education devolves upon the females who chance to capture them as they leave the incubator
## 5                                                                                                                                                                  They were not wanted, as their offspring might inherit and transmit the tendency to prolonged incubation, and thus upset the system which has maintained for ages and which permits the adult Martians to figure the proper time for return to the incubators, almost to an hour
## 6                                                                                                                                                                     Every one but myself--men, women, and children--were heavily armed, and at the tail of each chariot trotted a Martian hound, my own beast following closely behind ours; in fact, the faithful creature never left me voluntarily during the entire ten years I spent on Mars
## 7                                                                                                                                                                    "  I saw that he wanted me to repeat my performance of yesterday for the edification of Lorquas Ptomel, and, as I must confess that my prowess gave me no little satisfaction, I responded quickly, leaping entirely over the parked chariots on the far side of the incubator
## 8                                                                                                                                                                        It is the universal language of Mars, through the medium of which the higher and lower animals of this world of paradoxes are able to communicate to a greater or less extent, depending upon the intellectual sphere of the species and the development of the individual
## 9                                                                                                                                                                            As I later learned, they had been to the subterranean vaults in which the eggs were kept and had transported them to the incubator, which they had then walled up for another five years, and which, in all probability, would not be visited again during that period
## 10                                                                                                                                                                             Sola's duties were now doubled, as she was compelled to care for the young Martian as well as for me, but neither one of us required much attention, and as we were both about equally advanced in Martian education, Sola took it upon herself to train us together
##    sentence_len
## 1           432
## 2           373
## 3           332
## 4           277
## 5           274
## 6           271
## 7           270
## 8           268
## 9           264
## 10          262
## [1] "Longest words and sentences for chapter 8"
##               word word_len
## 1  reinforcements.       15
## 2   simultaneously       14
## 3   hallucination,       14
## 4    gray-painted,       13
## 5    circumstances       13
## 6    southeasterly       13
## 7    requisitioned       13
## 8    southwesterly       13
## 9    awe-inspiring       13
## 10   unaccountably       13
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                  sentence
## 1    For example, a proportion of them, always the best marksmen, direct their fire entirely upon the wireless finding and sighting apparatus of the big guns of an attacking naval force; another detail attends to the smaller guns in the same way; others pick off the gunners; still others the officers; while certain other quotas concentrate their attention upon the other members of the crew, upon the upper works, and upon the steering gear and propellers
## 2        Instantly the scene changed as by magic; the foremost vessel swung broadside toward us, and bringing her guns into play returned our fire, at the same time moving parallel to our front for a short distance and then turning back with the evident intention of completing a great circle which would bring her up to position once more opposite our firing line; the other vessels followed in her wake, each one opening upon us as she swung into position
## 3                                                 As Sola and I entered the plaza a sight met my eyes which filled my whole being with a great surge of mingled hope, fear, exultation, and depression, and yet most dominant was a subtle sense of relief and happiness; for just as we neared the throng of Martians I caught a glimpse of the prisoner from the battle craft who was being roughly dragged into a nearby building by a couple of green Martian females
## 4                                                                                                                Sola and I had entered a building upon the front of the city, in fact, the same one in which I had had my encounter with the apes, and, wishing to see what had caused the sudden retreat, I mounted to an upper floor and peered from the window out over the valley and the hills beyond; and there I saw the cause of their sudden scurrying to cover
## 5                                                                                                                  I could not fathom the seeming hallucination, nor could I free myself from it; but somewhere in the innermost recesses of my soul I felt a strange yearning toward these unknown foemen, and a mighty hope surged through me that the fleet would return and demand a reckoning from the green warriors who had so ruthlessly and wantonly attacked it
## 6                                                                                                                   Whether they had discovered us or simply were looking at the deserted city I could not say, but in any event they received a rude reception, for suddenly and without warning the green Martian warriors fired a terrific volley from the windows of the buildings facing the little valley across which the great ships were so peacefully advancing
## 7                                                                                                                          This operation required several hours, during which time a number of the chariots were requisitioned to transport the loot, which consisted in arms, ammunition, silks, furs, jewels, strangely carved stone vessels, and a quantity of solid foods and liquids, including many casks of water, the first I had seen since my advent upon Mars
## 8                                                                                                                               The sight was awe-inspiring in the extreme as one contemplated this mighty floating funeral pyre, drifting unguided and unmanned through the lonely wastes of the Martian heavens; a derelict of death and destruction, typifying the life story of these strange and ferocious creatures into whose unfriendly hands fate had carried it
## 9                                                                                                                                                         As the craft neared the building, and just before she struck, the Martian warriors swarmed upon her from the windows, and with their great spears eased the shock of the collision, and in a few moments they had thrown out grappling hooks and the big boat was being hauled to ground by their fellows below
## 10                                                                                                                                                                  It had never been given me to see such deadly accuracy of aim, and it seemed as though a little figure on one of the craft dropped at the explosion of each bullet, while the banners and upper works dissolved in spurts of flame as the irresistible projectiles of our warriors mowed through them
##    sentence_len
## 1           454
## 2           450
## 3           409
## 4           346
## 5           344
## 6           343
## 7           336
## 8           331
## 9           305
## 10          295
## [1] "Longest words and sentences for chapter 9"
##                word word_len
## 1  responsibilities       16
## 2    expressionless       14
## 3    unintelligible       14
## 4    administration       14
## 5    possibilities.       14
## 6     accouterments       13
## 7     importunities       13
## 8      countenance.       12
## 9      proportions,       12
## 10     satisfactory       12
##                                                                                                                                                                                                                                                                                                                       sentence
## 1    Oh, it is one continual, awful period of bloodshed from the time we break the shell until we gladly embrace the bosom of the river of mystery, the dark and ancient Iss which carries us to an unknown, but at least no more frightful and terrible existence! Fortunate indeed is he who meets his end in an early death
## 2                                  With this added incentive I nearly drove Sola distracted by my importunities to hasten on my education and within a few more days I had mastered the Martian tongue sufficiently well to enable me to carry on a passable conversation and to fully understand practically all that I heard
## 3                                      "When," asked one of the women, "will we enjoy the death throes of the red one? or does Lorquas Ptomel, Jed, intend holding her for ransom?"  "They have decided to carry her with us back to Thark, and exhibit her last agonies at the great games before Tal Hajus," replied Sarkoja
## 4                                       Customs have been handed down by ages of repetition, but the punishment for ignoring a custom is a matter for individual treatment by a jury of the culprit's peers, and I may say that justice seldom misses fire, but seems rather to rule in inverse ratio to the ascendency of law
## 5                                             The training of myself and the young Martians was conducted solely by the women, who not only attend to the education of the young in the arts of individual defense and offense, but are also the artisans who produce every manufactured article wrought by the green Martians
## 6                                             I could not but note the unnecessary harshness and brutality with which her guards treated her; so different from the almost maternal kindliness which Sola manifested toward me, and the respectful attitude of the few green Martians who took the trouble to notice me at all
## 7                                             After they had retired for the night it was customary for the adults to carry on a desultory conversation for a short time before lapsing into sleep, and now that I could understand their language I was always a keen listener, although I never proffered any remarks myself
## 8                                                         I knew that she was fond of me, and now that I had discovered that she hated cruelty and barbarity I was confident that I could depend upon her to aid me and the girl captive to escape, provided of course that such a thing was within the range of possibilities
## 9                                                           They live at peace with all their fellows, except when duty calls upon them to make war, while we are at peace with none; forever warring among our own kind as well as upon the red men, and even in our own communities the individuals fight amongst themselves
## 10                                                                         I did not see the prisoner again for several days subsequent to our first encounter, and then only to catch a fleeting glimpse of her as she was being conducted to the great audience chamber where I had had my first meeting with Lorquas Ptomel
##    sentence_len
## 1           315
## 2           285
## 3           281
## 4           280
## 5           274
## 6           274
## 7           274
## 8           261
## 9           260
## 10          245
## [1] "Longest words and sentences for chapter 10"
##                 word word_len
## 1  enigmatical--"And       17
## 2   responsibilities       16
## 3    characteristics       15
## 4     Mars--torture,       14
## 5     companionship;       14
## 6     well-modulated       14
## 7     side-splitting       14
## 8      civilization,       13
## 9      companionship       13
## 10     disappointed.       13
##                                                                                                                                                                                                                                                                                                                                                                                                                                           sentence
## 1    What words of moment were to have fallen from his lips were never spoken, as just then a young warrior, evidently sensing the trend of thought among the older men, leaped down from the steps of the rostrum, and striking the frail captive a powerful blow across the face, which felled her to the floor, placed his foot upon her prostrate form and turning toward the assembled council broke into peals of horrid, mirthless laughter
## 2                   Numerous brilliantly colored and strangely formed wild flowers dotted the ravines and from the summit of the first hill I saw still other hills stretching off toward the north, and rising, one range above another, until lost in mountains of quite respectable dimensions; though I afterward found that only a few peaks on all Mars exceed four thousand feet in height; the suggestion of magnitude was merely relative
## 3                   I saw that the body of my dead antagonist had been stripped, and I read in the menacing yet respectful attitude of the warrior who had brought me these trophies of the kill the same demeanor as that evinced by the other who had brought me my original equipment, and now for the first time I realized that my blow, on the occasion of my first battle in the audience chamber had resulted in the death of my adversary
## 4                              What strange manner of man are you, that you consort with the green men, though your form is that of my race, while your color is little darker than that of the white ape?  Tell me, are you human, or are you more than human?"  "It is a strange tale," I replied, "too long to attempt to tell you now, and one which I so much doubt the credibility of myself that I fear to hope that others will believe it
## 5                                        "  "Then you too are a prisoner?  But why, then, those arms and the regalia of a Tharkian chieftain?  What is your name?  Where your country?"  "Yes, Dejah Thoris, I too am a prisoner; my name is John Carter, and I claim Virginia, one of the United States of America, Earth, as my home; but why I am permitted to wear arms I do not know, nor was I aware that my regalia was that of a chieftain
## 6                                                Realizing that I was a somewhat favored character, and also convinced that the warriors did not know of my proficiency in their language, as I had plead with Sola to keep this a secret on the grounds that I did not wish to be forced to talk with the men until I had perfectly mastered the Martian tongue, I chanced an attempt to enter the audience chamber and listen to the proceedings
## 7                                                                                  I was soon successful as her injuries amounted to little more than an ordinary nosebleed, and when she could speak she placed her hand upon my arm and looking up into my eyes, said:  "Why did you do it?  You who refused me even friendly recognition in the first hour of my peril!  And now you risk your life and kill one of your companions for my sake
## 8                                                                                          The reason for the whole attitude displayed toward me was now apparent; I had won my spurs, so to speak, and in the crude justice, which always marks Martian dealings, and which, among other things, has caused me to call her the planet of paradoxes, I was accorded the honors due a conqueror; the trappings and the position of the man I killed
## 9                                                                                                   I could not resist the ludicrousness of the spectacle, and holding my sides I rocked back and forth in the first laughter which had passed my lips in many days; the first, in fact, since the morning Powell had left camp when his horse, long unused, had precipitately and unexpectedly bucked him off headforemost into a pot of frijoles
## 10                                                                                                  "  Ordinarily I am not given to long speeches, nor ever before had I descended to bombast, but I had guessed at the keynote which would strike an answering chord in the breasts of the green Martians, nor was I wrong, for my harangue evidently deeply impressed them, and their attitude toward me thereafter was still further respectful
##    sentence_len
## 1           431
## 2           416
## 3           416
## 4           405
## 5           393
## 6           387
## 7           353
## 8           345
## 9           336
## 10          334
## [1] "Longest words and sentences for chapter 11"
##              word word_len
## 1  circumstances.       14
## 2  questioningly.       14
## 3  different--but       14
## 4  eavesdropping,       14
## 5   accouterments       13
## 6   self-defense,       13
## 7   compositions.       13
## 8   fair-skinned,       13
## 9   un-Barsoomian       13
## 10  earthliness."       13
##                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                     sentence
## 1   During the ages of hardships and incessant warring between their own various races, as well as with the green men, and before they had fitted themselves to the changed conditions, much of the high civilization and many of the arts of the fair-haired Martians had become lost; but the red race of today has reached a point where it feels that it has made up in new discoveries and in a more practical civilization for all that lies irretrievably buried with the ancient Barsoomians, beneath the countless intervening ages
## 2                                 "Because, John Carter," she replied, "nearly every planet and star having atmospheric conditions at all approaching those of Barsoom, shows forms of animal life almost identical with you and me; and, further, Earth men, almost without exception, cover their bodies with strange, unsightly pieces of cloth, and their heads with hideous contraptions the purpose of which we have been unable to conceive; while you, when found by the Tharkian warriors, were entirely undisfigured and unadorned
## 3                                                                                                                                                                                   Do not tell me that you have thus returned!  They would kill you horribly anywhere upon the surface of Barsoom if that were true; tell me it is not!"  Her eyes were filled with a strange, weird light; her voice was pleading, and her little hands, reached up upon my breast, were pressed against me as though to wring a denial from my very heart
## 4                                                                                                                                                                                        A similar wave of feeling seemed to stir her; she drew away from me with a sigh, and with her earnest, beautiful face turned up to mine, she whispered: "I believe you, John Carter; I do not know what a 'gentleman' is, nor have I ever heard before of Virginia; but on Barsoom no man lies; if he does not wish to speak the truth he is silent
## 5                                                                                                                                                                                             I can readily perceive that you are not of the Barsoom of today; you are like us, yet different--but why should I trouble my poor head with such a problem, when my heart tells me that I believe because I wish to believe!"  It was good logic, good, earthly, feminine logic, and if it satisfied her I certainly could pick no flaws in it
## 6                                                                                                                                                                                                     The shores of the ancient seas were dotted with just such cities, and lesser ones, in diminishing numbers, were to be found converging toward the center of the oceans, as the people had found it necessary to follow the receding waters until necessity had forced upon them their ultimate salvation, the so-called Martian canals
## 7                                                                                                                                                                                                                         "And whereto, then, would your prisoner escape should you leave her, unless it was to follow you and crave your protection, and ask your pardon for the cruel thoughts she has harbored against you these past few days?"  "You are right," I answered, "there is no escape for either of us unless we go together
## 8                                                                                                                                                                                                                         These three great divisions of the higher Martians had been forced into a mighty alliance as the drying up of the Martian seas had compelled them to seek the comparatively few and always diminishing fertile areas, and to defend themselves, under new conditions of life, against the wild hordes of green men
## 9                                                                                                                                                                                                                                        These ancient Martians had been a highly cultivated and literary race, but during the vicissitudes of those trying centuries of readjustment to new conditions, not only did their advancement and production cease entirely, but practically all their archives, records, and literature were lost
## 10                                                                                                                                                                                                                                            Only in the valley Dor, where the river Iss empties into the lost sea of Korus, is there supposed to be a different language spoken, and, except in the legends of our ancestors, there is no record of a Barsoomian returning up the river Iss, from the shores of Korus in the valley of Dor
##    sentence_len
## 1           521
## 2           492
## 3           346
## 4           341
## 5           336
## 6           328
## 7           308
## 8           308
## 9           293
## 10          287

Document term matrix (DTM)

pomdtm <- DocumentTermMatrix(pom2)
pomdtm
## <<DocumentTermMatrix (documents: 28, terms: 9269)>>
## Non-/sparse entries: 24994/234538
## Sparsity           : 90%
## Maximal term length: 19
## Weighting          : term frequency (tf)
inspect(pomdtm)
## <<DocumentTermMatrix (documents: 28, terms: 9269)>>
## Non-/sparse entries: 24994/234538
## Sparsity           : 90%
## Maximal term length: 19
## Weighting          : term frequency (tf)
## Sample             :
##                 Terms
## Docs             and for from had his that the upon was with
##   chapter_10.txt 113  34   10  41  42   50 193   18  54   26
##   chapter_14.txt 115  41   22  35  20   43 171   18  49   33
##   chapter_15.txt 108  36   34  25  20   40 215   26  37   18
##   chapter_16.txt 113  33   20  28   8   42 265   25  54   28
##   chapter_17.txt 109  24   29  34  27   36 205   36  41   22
##   chapter_20.txt 116  26   30  30  21   40 215   18  44   25
##   chapter_21.txt 116  19   20  29  32   33 281   23  22   30
##   chapter_22.txt  93  24   20  31  15   45 208   13  38   24
##   chapter_24.txt  74  17   14  27  28   28 165   19  27   24
##   chapter_3.txt   92  18   14  19  31   26 166   20  36   20
str(pomdtm)
## List of 6
##  $ i       : int [1:24994] 1 1 1 1 1 1 1 1 1 1 ...
##  $ j       : int [1:24994] 126 130 131 139 142 188 197 208 212 218 ...
##  $ v       : num [1:24994] 1 1 1 1 7 1 1 4 1 1 ...
##  $ nrow    : int 28
##  $ ncol    : int 9269
##  $ dimnames:List of 2
##   ..$ Docs : chr [1:28] "chapter_1.txt" "chapter_10.txt" "chapter_11.txt" "chapter_12.txt" ...
##   ..$ Terms: chr [1:9269] "'gentleman'" "'til" "\"'tis" "\"after" ...
##  - attr(*, "class")= chr [1:2] "DocumentTermMatrix" "simple_triplet_matrix"
##  - attr(*, "weighting")= chr [1:2] "term frequency" "tf"

Term Document matrix

pomtdm <- TermDocumentMatrix(pom2)
pomtdm
## <<TermDocumentMatrix (terms: 9269, documents: 28)>>
## Non-/sparse entries: 24994/234538
## Sparsity           : 90%
## Maximal term length: 19
## Weighting          : term frequency (tf)

Corpus Cleansing – Data Wrangling

Remove Punctuations

removePunc <- function(x) gsub("[^[:alpha:][:space:]]*","",x)
removePunc
## function(x) gsub("[^[:alpha:][:space:]]*","",x)
pomcl <- tm::tm_map(pom2, content_transformer(removePunc))
pomcl
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 28
str(pomcl)
## Classes 'VCorpus', 'Corpus'  hidden list of 3
##  $ content:List of 28
##   ..$ :List of 2
##   .. ..$ content: chr [1:267] "" "ON THE ARIZONA HILLS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_1.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:358] "" "CHAMPION AND CHIEF" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_10.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:258] "" "WITH DEJAH THORIS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_11.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:204] "" "A PRISONER WITH POWER" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_12.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:244] "" "LOVEMAKING ON MARS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_13.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:350] "" "A DUEL TO THE DEATH" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_14.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:313] "" "SOLA TELLS ME HER STORY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_15.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:369] "" "WE PLAN ESCAPE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_16.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:289] "" "A COSTLY RECAPTURE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_17.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:167] "" "CHAINED IN WARHOON" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_18.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:183] "" "BATTLING IN THE ARENA" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_19.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:166] "" "THE ESCAPE OF THE DEAD" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_2.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:341] "" "IN THE ATMOSPHERE FACTORY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_20.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:373] "" "AN AIR SCOUT FOR ZODANGA" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_21.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:389] "" "I FIND DEJAH" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_22.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:240] "" "LOST IN THE SKY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_23.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:289] "" "TARS TARKAS FINDS A FRIEND" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_24.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:193] "" "THE LOOTING OF ZODANGA" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_25.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:254] "" "THROUGH CARNAGE TO JOY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_26.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:225] "" "FROM JOY TO DEATH" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_27.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:75] "" "AT THE ARIZONA CAVE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_28.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:268] "" "MY ADVENT ON MARS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_3.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:221] "" "A PRISONER" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_4.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:152] "" "I ELUDE MY WATCH DOG" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_5.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:165] "" "A FIGHT THAT WON FRIENDS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_6.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:204] "" "CHILDRAISING ON MARS" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_7.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:207] "" "A FAIR CAPTIVE FROM THE SKY" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_8.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:148] "" "I LEARN THE LANGUAGE" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_9.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##  $ meta   : list()
##   ..- attr(*, "class")= chr "CorpusMeta"
##  $ dmeta  :'data.frame': 28 obs. of  0 variables
inspect(pomcl)
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 28
## 
## [[1]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 13711
## 
## [[2]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 18669
## 
## [[3]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 12812
## 
## [[4]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 10221
## 
## [[5]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 12200
## 
## [[6]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 16816
## 
## [[7]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 16518
## 
## [[8]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 19871
## 
## [[9]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 15626
## 
## [[10]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 7954
## 
## [[11]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9271
## 
## [[12]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 8844
## 
## [[13]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 17371
## 
## [[14]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 19013
## 
## [[15]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 18167
## 
## [[16]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11601
## 
## [[17]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 13818
## 
## [[18]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9477
## 
## [[19]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 12019
## 
## [[20]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9760
## 
## [[21]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 3403
## 
## [[22]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 13921
## 
## [[23]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11591
## 
## [[24]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 8210
## 
## [[25]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 8679
## 
## [[26]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11012
## 
## [[27]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11090
## 
## [[28]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 7617

To Lower case

pomlow <- tm::tm_map(pomcl, content_transformer(tolower))
pomlow
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 28
str(pomlow)
## Classes 'VCorpus', 'Corpus'  hidden list of 3
##  $ content:List of 28
##   ..$ :List of 2
##   .. ..$ content: chr [1:267] "" "on the arizona hills" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_1.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:358] "" "champion and chief" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_10.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:258] "" "with dejah thoris" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_11.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:204] "" "a prisoner with power" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_12.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:244] "" "lovemaking on mars" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_13.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:350] "" "a duel to the death" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_14.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:313] "" "sola tells me her story" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_15.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:369] "" "we plan escape" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_16.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:289] "" "a costly recapture" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_17.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:167] "" "chained in warhoon" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_18.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:183] "" "battling in the arena" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_19.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:166] "" "the escape of the dead" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_2.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:341] "" "in the atmosphere factory" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_20.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:373] "" "an air scout for zodanga" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_21.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:389] "" "i find dejah" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_22.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:240] "" "lost in the sky" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_23.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:289] "" "tars tarkas finds a friend" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_24.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:193] "" "the looting of zodanga" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_25.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:254] "" "through carnage to joy" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_26.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:225] "" "from joy to death" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_27.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:75] "" "at the arizona cave" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_28.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:268] "" "my advent on mars" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_3.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:221] "" "a prisoner" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_4.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:152] "" "i elude my watch dog" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_5.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:165] "" "a fight that won friends" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_6.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:204] "" "childraising on mars" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_7.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:207] "" "a fair captive from the sky" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_8.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##   ..$ :List of 2
##   .. ..$ content: chr [1:148] "" "i learn the language" "" "" ...
##   .. ..$ meta   :List of 7
##   .. .. ..$ author       : chr(0) 
##   .. .. ..$ datetimestamp: POSIXlt[1:1], format: "2023-05-02 21:05:28"
##   .. .. ..$ description  : chr(0) 
##   .. .. ..$ heading      : chr(0) 
##   .. .. ..$ id           : chr "chapter_9.txt"
##   .. .. ..$ language     : chr "en"
##   .. .. ..$ origin       : chr(0) 
##   .. .. ..- attr(*, "class")= chr "TextDocumentMeta"
##   .. ..- attr(*, "class")= chr [1:2] "PlainTextDocument" "TextDocument"
##  $ meta   : list()
##   ..- attr(*, "class")= chr "CorpusMeta"
##  $ dmeta  :'data.frame': 28 obs. of  0 variables
inspect(pomlow)
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 28
## 
## [[1]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 13711
## 
## [[2]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 18669
## 
## [[3]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 12812
## 
## [[4]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 10221
## 
## [[5]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 12200
## 
## [[6]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 16816
## 
## [[7]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 16518
## 
## [[8]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 19871
## 
## [[9]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 15626
## 
## [[10]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 7954
## 
## [[11]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9271
## 
## [[12]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 8844
## 
## [[13]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 17371
## 
## [[14]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 19013
## 
## [[15]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 18167
## 
## [[16]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11601
## 
## [[17]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 13818
## 
## [[18]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9477
## 
## [[19]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 12019
## 
## [[20]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9760
## 
## [[21]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 3403
## 
## [[22]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 13921
## 
## [[23]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11591
## 
## [[24]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 8210
## 
## [[25]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 8679
## 
## [[26]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11012
## 
## [[27]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 11090
## 
## [[28]]
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 7617

Compute the Document Term Matric (DTM)

pomdtm <- DocumentTermMatrix(pomlow)
pomdtm
## <<DocumentTermMatrix (documents: 28, terms: 6487)>>
## Non-/sparse entries: 21829/159807
## Sparsity           : 88%
## Maximal term length: 17
## Weighting          : term frequency (tf)
str(pomdtm)
## List of 6
##  $ i       : int [1:21829] 1 1 1 1 1 1 1 1 1 1 ...
##  $ j       : int [1:21829] 5 8 45 53 62 64 69 106 108 124 ...
##  $ v       : num [1:21829] 1 7 1 1 4 1 1 1 1 3 ...
##  $ nrow    : int 28
##  $ ncol    : int 6487
##  $ dimnames:List of 2
##   ..$ Docs : chr [1:28] "chapter_1.txt" "chapter_10.txt" "chapter_11.txt" "chapter_12.txt" ...
##   ..$ Terms: chr [1:6487] "abandoning" "abash" "abashed" "ability" ...
##  - attr(*, "class")= chr [1:2] "DocumentTermMatrix" "simple_triplet_matrix"
##  - attr(*, "weighting")= chr [1:2] "term frequency" "tf"
inspect(pomdtm)
## <<DocumentTermMatrix (documents: 28, terms: 6487)>>
## Non-/sparse entries: 21829/159807
## Sparsity           : 88%
## Maximal term length: 17
## Weighting          : term frequency (tf)
## Sample             :
##                 Terms
## Docs             and but for had that the upon was which with
##   chapter_10.txt 117  20  34  41   50 193   19  54    16   26
##   chapter_14.txt 118  20  43  35   45 172   18  50    10   34
##   chapter_15.txt 116  31  36  25   41 216   26  37    22   19
##   chapter_16.txt 119  31  34  28   44 266   25  54    26   29
##   chapter_17.txt 114  23  24  34   36 206   37  41    13   22
##   chapter_20.txt 120  20  26  30   40 216   18  44    35   25
##   chapter_21.txt 118  17  19  29   34 282   23  22    25   30
##   chapter_22.txt 104  29  24  31   48 212   13  41    19   24
##   chapter_24.txt  77  15  17  27   29 166   19  27     6   24
##   chapter_3.txt   94  17  18  19   26 166   20  37    34   20

Remove Sparsity

sparse_low <- removeSparseTerms(pomtdm, 0.5)
sparse_low
## <<TermDocumentMatrix (terms: 242, documents: 28)>>
## Non-/sparse entries: 5015/1761
## Sparsity           : 26%
## Maximal term length: 10
## Weighting          : term frequency (tf)

Remove Stop words

myStopwords<- c(tm::stopwords("english"))
myStopwords[1:20]
##  [1] "i"          "me"         "my"         "myself"     "we"        
##  [6] "our"        "ours"       "ourselves"  "you"        "your"      
## [11] "yours"      "yourself"   "yourselves" "he"         "him"       
## [16] "his"        "himself"    "she"        "her"        "hers"
pomstop <- tm::tm_map(pomlow, tm::removeWords, myStopwords)
pomstop
## <<VCorpus>>
## Metadata:  corpus specific: 0, document level (indexed): 0
## Content:  documents: 28
inspect(pomstop[[1]])
## <<PlainTextDocument>>
## Metadata:  7
## Content:  chars: 9812
## 
## 
##   arizona hills
## 
## 
##     old man  old    know  possibly    hundred
## possibly     tell    never aged  
## men    remember  childhood   far   can recollect  
## always   man  man   thirty   appear today   
## forty years   ago  yet  feel    go  living
## forever   day  shall die  real death    
##  resurrection     know    fear death   
## died twice   still alive  yet     horror   
##    never died       terror  death 
## believe     convinced   mortality
## 
##     conviction   determined  write  
## story   interesting periods   life    death   
## explain  phenomena  can  set     words  
## ordinary soldier  fortune  chronicle   strange events 
## befell    ten years   dead body lay undiscovered  
## arizona cave
## 
##   never told  story  shall mortal man see  manuscript
##     passed   eternity   know   average
## human mind will  believe    grasp     
## purpose  pilloried   public  pulpit   press 
## held    colossal liar     telling  simple truths
##   day science will substantiate  possibly  suggestions
##   gained upon mars   knowledge   can set  
##  chronicle will aid   earlier understanding   mysteries
##   sister planet mysteries     longer mysteries  
## 
##  name  john carter   better known  captain jack carter 
## virginia    close   civil war  found  possessed 
## several hundred thousand dollars confederate   captains
## commission   cavalry arm   army   longer existed 
## servant   state   vanished   hopes   south
## masterless penniless     means  livelihood fighting
## gone  determined  work  way   southwest  attempt 
## retrieve  fallen fortunes   search  gold
## 
##  spent nearly  year prospecting  company  another confederate
## officer captain james k powell  richmond    extremely
## fortunate  late   winter    many hardships 
## privations  located   remarkable goldbearing quartz vein
##   wildest dreams  ever pictured  powell    mining
## engineer  education stated    uncovered   million
## dollars worth  ore   trifle  three months
## 
##   equipment  crude   extreme  decided  one  us
## must return  civilization purchase  necessary machinery 
## return   sufficient force  men properly  work  mine
## 
##  powell  familiar   country  well    mechanical
## requirements  mining  determined     best   
## make  trip    agreed     hold   claim 
##  remote possibility    jumped   wandering prospector
## 
##  march   powell   packed  provisions  two  
## burros  bidding  goodbye  mounted  horse  started 
##  mountainside toward  valley across  led  first stage 
##  journey
## 
##  morning  powells departure  like nearly  arizona
## mornings clear  beautiful   see    little pack
## animals picking  way   mountainside toward  valley 
##    morning   catch occasional glimpses   
##  topped  hog back  came  upon  level plateau   last sight
##  powell   three   afternoon   entered  shadows 
##  range   opposite side   valley
## 
##  half hour later  happened  glance casually across  valley
##   much surprised  note three little dots    
## place   last seen  friend   two pack animals    
## given  needless worrying     tried  convince 
##    well  powell    dots   seen  
## trail  antelope  wild horses  less   able  assure
## 
## 
## since   entered  territory    seen  hostile indian
##    therefore become careless   extreme   wont 
## ridicule  stories   heard   great numbers   vicious
## marauders   supposed  haunt  trails taking  toll 
## lives  torture  every white party  fell   merciless
## clutches
## 
## powell  knew  well armed    experienced indian
## fighter     lived  fought  years among  sioux 
##  north   knew   chances  small   party 
## cunning trailing apaches  finally   endure  suspense 
## longer  arming    two colt revolvers   carbine 
## strapped two belts  cartridges    catching  saddle horse
## started   trail taken  powell   morning
## 
##  soon   reached comparatively level ground  urged  mount  
## canter  continued    going permitted  close upon
## dusk  discovered  point   tracks joined   powell
##    tracks  unshod ponies three     ponies
##   galloping
## 
##  followed rapidly  darkness shutting    forced  await
##  rising   moon  given  opportunity  speculate  
## question   wisdom   chase  possibly   conjured 
## impossible dangers like  nervous old housewife    
## catch   powell  get  good laugh   pains  however 
##   prone  sensitiveness   following   sense  duty
## wherever  may lead  always   kind  fetich  
## throughout  life  may account   honors bestowed upon 
##  three republics   decorations  friendships   old 
## powerful emperor  several lesser kings  whose service  sword
##   red many  time
## 
##  nine oclock  moon  sufficiently bright    proceed
##   way     difficulty  following  trail   fast
## walk    places   brisk trot   midnight 
## reached  water hole  powell  expected  camp   came upon
##  spot unexpectedly finding  entirely deserted   signs 
##   recently occupied   camp
## 
##   interested  note   tracks   pursuing horsemen 
##    now convinced  must  continued  powell  
##  brief stop   hole  water  always    rate 
## speed  
## 
##   positive now   trailers  apaches    wished
##  capture powell alive   fiendish pleasure   torture  
## urged  horse onward    dangerous pace hoping  hope
##    catch    red rascals   attacked 
## 
##  speculation  suddenly cut short   faint report  two
## shots far ahead     knew  powell  need  now  ever
##   instantly urged  horse   topmost speed   narrow 
## difficult mountain trail
## 
##   forged ahead  perhaps  mile   without hearing 
## sounds   trail suddenly debouched onto  small open plateau
## near  summit   pass    passed   narrow
## overhanging gorge just  entering suddenly upon  table land
##   sight  met  eyes filled   consternation  dismay
## 
##  little stretch  level land  white  indian tepees 
##   probably half  thousand red warriors clustered around 
## object near  center   camp   attention   wholly
## riveted   point  interest     notice   
## easily   turned back   dark recesses   gorge 
## made  escape  perfect safety   fact however  
## thought   occur     following day removes 
## possible right   claim  heroism    narration  
## episode might possibly otherwise entitle 
## 
##    believe    made   stuff  constitutes heroes
##      hundreds  instances   voluntary acts
##  placed  face  face  death   recall  single one
##   alternative step    took occurred    many
## hours later   mind  evidently  constituted   
## subconsciously forced   path  duty without recourse 
## tiresome mental processes  however  may    never regretted
##  cowardice   optional  
## 
##   instance    course positive  powell   center
##  attraction  whether  thought  acted first    know 
## within  instant   moment  scene broke upon  view  
## whipped   revolvers   charging  upon  entire army 
## warriors shooting rapidly  whooping   top   lungs
## singlehanded     pursued better tactics   red men
## convinced  sudden surprise   less   regiment  regulars
##  upon  turned  fled  every direction   bows
## arrows  rifles
## 
##  view   hurried routing disclosed filled  
## apprehension   rage    clear rays   arizona moon
## lay powell  body fairly bristling   hostile arrows  
## braves     already dead      convinced  yet
##    saved  body  mutilation   hands   apaches
##  quickly     saved  man   death
## 
## riding close    reached    saddle  grasping 
## cartridge belt drew   across  withers   mount   backward
## glance convinced    return   way   come   
## hazardous   continue across  plateau  putting spurs  
## poor beast  made  dash   opening   pass   
## distinguish   far side   table land
## 
##  indians    time discovered    alone   
## pursued  imprecations arrows  rifle balls   fact  
##  difficult  aim anything  imprecations accurately  moonlight
##    upset   sudden  unexpected manner   advent
##      rather rapidly moving target saved    various
## deadly projectiles   enemy  permitted   reach  shadows
##   surrounding peaks   orderly pursuit   organized
## 
##  horse  traveling practically unguided   knew   
## probably less knowledge   exact location   trail   pass
##    thus  happened   entered  defile  led  
## summit   range     pass    hoped  carry
##    valley   safety    probable however   
## fact  owe  life   remarkable experiences  adventures 
## befell    following ten years
## 
##  first knowledge      wrong trail came   heard 
## yells   pursuing savages suddenly grow fainter  fainter far 
##   left
## 
##  knew     passed   left   jagged rock
## formation   edge   plateau   right    horse
##  borne    body  powell
## 
##  drew rein   little level promontory overlooking  trail 
##    left  saw  party  pursuing savages disappearing
## around  point   neighboring peak
## 
##  knew  indians  soon discover      wrong
## trail    search     renewed   right
## direction  soon   located  tracks
## 
##   gone   short distance    seemed   
## excellent trail opened  around  face   high cliff   trail
##  level  quite broad  led upward    general direction 
## wished  go   cliff arose  several hundred feet   right
##    left   equal  nearly perpendicular drop   bottom
##   rocky ravine
## 
##   followed  trail  perhaps  hundred yards   sharp turn
##   right brought    mouth   large cave   opening 
##  four feet  height  three  four feet wide   
## opening  trail ended
## 
##   now morning    customary lack  dawn   
## startling characteristic  arizona   become daylight almost
## without warning
## 
## dismounting  laid powell upon  ground    painstaking
## examination failed  reveal  faintest spark  life   forced
## water   canteen   dead lips bathed  face  rubbed
##  hands working   continuously   better part   hour
##   face   fact   knew    dead
## 
##    fond  powell   thoroughly  man  every respect 
## polished southern gentleman  staunch  true friend    
##  feeling   deepest grief   finally gave   crude
## endeavors  resuscitation
## 
## leaving powells body   lay   ledge  crept   cave
##  reconnoiter   found  large chamber possibly  hundred feet 
## diameter  thirty  forty feet  height  smooth  wellworn
## floor  many  evidences   cave    remote
## period  inhabited   back   cave   lost  dense
## shadow     distinguish whether   openings 
##  apartments  
## 
##    continuing  examination  commenced  feel  pleasant
## drowsiness creeping     attributed   fatigue  
## long  strenuous ride   reaction   excitement  
## fight   pursuit   felt comparatively safe   present
## location   knew  one man  defend  trail   cave
##   army
## 
##  soon became  drowsy    scarcely resist  strong desire
##  throw    floor   cave    moments rest  
## knew    never     mean certain death  
## hands   red friends  might  upon    moment   
## effort  started toward  opening   cave   reel drunkenly
##   side wall    slip prone upon  floor

Create TDM

pomstoptdm <- tm::TermDocumentMatrix(pomstop)
pomstoptdm
## <<TermDocumentMatrix (terms: 6388, documents: 28)>>
## Non-/sparse entries: 19772/159092
## Sparsity           : 89%
## Maximal term length: 17
## Weighting          : term frequency (tf)

Find Frequency of words

freqterm5 <- tm::findFreqTerms(pomstoptdm, lowfreq = 5)
freqterm5[1:20]
##  [1] "ability"      "able"         "absence"      "absolute"     "absolutely"  
##  [6] "accompanied"  "accompany"    "accomplished" "accordance"   "account"     
## [11] "across"       "act"          "actions"      "added"        "addressed"   
## [16] "adjoining"    "advance"      "advanced"     "advantage"    "advent"
freqterm10 <- tm::findFreqTerms(pomstoptdm, lowfreq = 10)
freqterm10[1:20]
##  [1] "ability"     "able"        "accompanied" "across"      "added"      
##  [6] "addressed"   "advance"     "advanced"    "ages"        "ago"        
## [11] "aid"         "air"         "almost"      "alone"       "along"      
## [16] "already"     "also"        "always"      "among"       "ancient"
freqterm20 <- tm::findFreqTerms(pomstoptdm, lowfreq = 20)
freqterm20[1:20]
##  [1] "across"     "advanced"   "air"        "almost"     "alone"     
##  [6] "also"       "always"     "among"      "animals"    "another"   
## [11] "answered"   "approached" "arm"        "arms"       "around"    
## [16] "asked"      "attempt"    "away"       "awful"      "back"
freqterm50 <- tm::findFreqTerms(pomstoptdm, lowfreq = 50)
freqterm50[1:20]
##  [1] "among"    "another"  "back"     "barsoom"  "behind"   "body"    
##  [7] "building" "came"     "can"      "carter"   "city"     "day"     
## [13] "days"     "dead"     "death"    "dejah"    "even"     "ever"    
## [19] "eyes"     "face"
for(i in 1:11){
  assign(paste0("pomtf_chap",i), tm::termFreq(pomstop[[i]]))
  print(paste("For chapter",i))
  print(get(eval(paste0("pomtf_chap",i)))[1:5])
}
## [1] "For chapter 1"
##       able    account accurately     across      acted 
##          1          1          1          4          1 
## [1] "For chapter 2"
##    ability accordance   accorded  according  accounted 
##          2          1          2          1          1 
## [1] "For chapter 3"
##       absence   accompanied accouterments        across     adjoining 
##             2             1             1             1             1 
## [1] "For chapter 4"
##      ablest    absolute  absolutely     abysmal accompanied 
##           1           1           1           1           1 
## [1] "For chapter 5"
##   abandoning      absence       absent     absolute accidentally 
##            1            1            1            1            1 
## [1] "For chapter 6"
##   ability      able accompany  accorded    across 
##         1         1         1         1         1 
## [1] "For chapter 7"
##  abreast  absence absences absolute    abuse 
##        1        1        1        2        2 
## [1] "For chapter 8"
## ability    able abreast absence  accept 
##       1       1       1       1       1 
## [1] "For chapter 9"
##         able  accentuated accentuating       across       action 
##            1            1            1            2            1 
## [1] "For chapter 10"
##     added addressed  advanced adversary   affront 
##         1         1         1         1         1 
## [1] "For chapter 11"
##   accorded    account acquainted    address admiration 
##          1          1          1          1          1

Dendograms

for(i in 1:11){
  tdm <- tm::TermDocumentMatrix(pomstop[[i]])
  df <- as.data.frame(tdm[[1]])
  pomdist <- dist(df)
  assign(paste0("pomdg_chap",i), hclust(pomdist, method = "ward.D2"))
  
  print(paste("For chapter",i))
  print(str(get(eval(paste0("pomdg_chap",i)))))
}
## [1] "For chapter 1"
## List of 7
##  $ merge      : int [1:1192, 1:2] -1 -273 -785 -1036 -3 -997 -1010 -1103 -4 -90 ...
##  $ height     : num [1:1192] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1193] 1146 1147 1149 1151 1158 1159 1160 1161 1182 1183 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 2"
## List of 7
##  $ merge      : int [1:1632, 1:2] -2 -5 -1385 -7 -8 -282 -10 -576 -1101 -1192 ...
##  $ height     : num [1:1632] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1633] 1617 1623 1633 1625 1630 1600 1601 1602 1605 1608 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 3"
## List of 7
##  $ merge      : int [1:1090, 1:2] -1 -40 -48 -72 -175 -225 -254 -280 -297 -301 ...
##  $ height     : num [1:1090] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1091] 77 78 83 71 1009 73 673 1084 1037 1031 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 4"
## List of 7
##  $ merge      : int [1:880, 1:2] -1 -2 -55 -60 -400 -5 -224 -240 -6 -225 ...
##  $ height     : num [1:880] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:881] 23 24 800 743 723 420 393 182 21 128 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 5"
## List of 7
##  $ merge      : int [1:1068, 1:2] -2 -3 -4 -359 -627 -636 -5 -277 -328 -541 ...
##  $ height     : num [1:1068] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1069] 803 895 801 802 804 807 808 809 786 790 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 6"
## List of 7
##  $ merge      : int [1:1475, 1:2] -1 -3 -5 -185 -196 -209 -247 -257 -262 -347 ...
##  $ height     : num [1:1475] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1476] 1081 1083 1087 1088 1089 1091 1092 1093 1095 1097 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 7"
## List of 7
##  $ merge      : int [1:1494, 1:2] -1 -178 -188 -207 -272 -302 -325 -578 -1395 -2 ...
##  $ height     : num [1:1494] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1495] 1176 1177 1178 1179 1167 1168 1195 1169 1170 1171 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 8"
## List of 7
##  $ merge      : int [1:1746, 1:2] -1 -611 -815 -865 -919 -1044 -1409 -1437 -2 -5 ...
##  $ height     : num [1:1746] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1747] 87 169 85 1367 1180 1155 1109 1053 86 659 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 9"
## List of 7
##  $ merge      : int [1:1414, 1:2] -2 -6 -8 -1228 -12 -282 -13 -14 -948 -965 ...
##  $ height     : num [1:1414] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:1415] 1038 1040 1042 1044 1047 1048 1075 1051 1053 1054 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 10"
## List of 7
##  $ merge      : int [1:742, 1:2] -1 -2 -267 -435 -479 -500 -516 -7 -8 -13 ...
##  $ height     : num [1:742] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:743] 1 518 516 500 479 435 267 2 159 7 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
## [1] "For chapter 11"
## List of 7
##  $ merge      : int [1:844, 1:2] -1 -400 -458 -507 -520 -559 -618 -722 -809 -6 ...
##  $ height     : num [1:844] 0 0 0 0 0 0 0 0 0 0 ...
##  $ order      : int [1:845] 225 19 119 20 21 11 12 13 14 18 ...
##  $ labels     : NULL
##  $ method     : chr "ward.D2"
##  $ call       : language hclust(d = pomdist, method = "ward.D2")
##  $ dist.method: chr "euclidean"
##  - attr(*, "class")= chr "hclust"
## NULL
for(i in 1:11){
  plot(get(eval(paste0("pomdg_chap",i))), main = paste0("Dendogram - Chapter ",i))
}

### Word Cloud

#install.packages("wordcloud")
library(wordcloud)
## Loading required package: RColorBrewer
words <- names(pomtf_chap1)
words[1:50]
##  [1] "able"         "account"      "accurately"   "across"       "acted"       
##  [6] "acts"         "advent"       "adventures"   "afternoon"    "aged"        
## [11] "ago"          "agreed"       "ahead"        "aid"          "aim"         
## [16] "alive"        "almost"       "alone"        "already"      "alternative" 
## [21] "always"       "among"        "animals"      "another"      "antelope"    
## [26] "anything"     "apaches"      "apartments"   "appear"       "apprehension"
## [31] "arizona"      "arm"          "armed"        "arming"       "army"        
## [36] "arose"        "around"       "arrows"       "assure"       "attacked"    
## [41] "attempt"      "attention"    "attraction"   "attributed"   "average"     
## [46] "await"        "back"         "backward"     "balls"        "bathed"
pal <- brewer.pal(9,"BuGn")
for(i in 1:11){
  print(paste("Wordcloud for chapter",i))
  tf <- get(eval(paste0("pomtf_chap",i)))
  words <- names(tf)
  wordcloud(words, tf, colors = pal[-(1:4)], scale=c(4, .5))
}
## [1] "Wordcloud for chapter 1"

## [1] "Wordcloud for chapter 2"
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)): green
## could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)):
## chamber could not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 3"

## [1] "Wordcloud for chapter 4"
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)): may
## could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)):
## directed could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)):
## community could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)):
## prisoner could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)): tarkas
## could not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 5"

## [1] "Wordcloud for chapter 6"

## [1] "Wordcloud for chapter 7"

## [1] "Wordcloud for chapter 8"
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)): upon
## could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)):
## buildings could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal[-(1:4)], scale = c(4, 0.5)): dejah
## could not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 9"

## [1] "Wordcloud for chapter 10"

## [1] "Wordcloud for chapter 11"

pal2 <- brewer.pal(8,"Spectral")
for(i in 1:11){
  print(paste("Wordcloud for chapter",i))
  tf <- get(eval(paste0("pomtf_chap",i)))
  words <- names(tf)
  wordcloud(words, tf, colors = pal2, scale=c(4, .5))
}
## [1] "Wordcloud for chapter 1"
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): powell could
## not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 2"
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): upon could
## not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): lorquas could
## not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): tarkas could
## not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 3"

## [1] "Wordcloud for chapter 4"
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): women could
## not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): community
## could not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): quarters
## could not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 5"

## [1] "Wordcloud for chapter 6"
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): thoris could
## not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 7"

## [1] "Wordcloud for chapter 8"
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): dejah could
## not be fit on page. It will not be plotted.
## Warning in wordcloud(words, tf, colors = pal2, scale = c(4, 0.5)): among could
## not be fit on page. It will not be plotted.

## [1] "Wordcloud for chapter 9"

## [1] "Wordcloud for chapter 10"

## [1] "Wordcloud for chapter 11"

## Quanteda

#install.packages("quanteda")
library(quanteda)
## Package version: 3.3.0
## Unicode version: 14.0
## ICU version: 71.1
## Parallel computing: 8 of 8 threads used.
## See https://quanteda.io for tutorials and examples.
## 
## Attaching package: 'quanteda'
## The following object is masked from 'package:tm':
## 
##     stopwords
## The following objects are masked from 'package:NLP':
## 
##     meta, meta<-
pomch1tokens <- quanteda::tokens(chapter_1)
str(pomch1tokens)
## List of 267
##  $ text1  : chr(0) 
##  $ text2  : chr [1:4] "ON" "THE" "ARIZONA" "HILLS"
##  $ text3  : chr(0) 
##  $ text4  : chr(0) 
##  $ text5  : chr [1:20] "I" "am" "a" "very" ...
##  $ text6  : chr [1:14] "possibly" "more" ";" "but" ...
##  $ text7  : chr [1:17] "men" "," "nor" "do" ...
##  $ text8  : chr [1:17] "always" "been" "a" "man" ...
##  $ text9  : chr [1:16] "forty" "years" "and" "more" ...
##  $ text10 : chr [1:15] "forever" ";" "that" "some" ...
##  $ text11 : chr [1:16] "no" "resurrection" "." "I" ...
##  $ text12 : chr [1:17] "died" "twice" "and" "am" ...
##  $ text13 : chr [1:17] "you" "who" "have" "never" ...
##  $ text14 : chr [1:11] "believe" "," "that" "I" ...
##  $ text15 : chr(0) 
##  $ text16 : chr [1:12] "And" "because" "of" "this" ...
##  $ text17 : chr [1:15] "story" "of" "the" "interesting" ...
##  $ text18 : chr [1:15] "explain" "the" "phenomena" ";" ...
##  $ text19 : chr [1:11] "ordinary" "soldier" "of" "fortune" ...
##  $ text20 : chr [1:14] "befell" "me" "during" "the" ...
##  $ text21 : chr [1:3] "Arizona" "cave" "."
##  $ text22 : chr(0) 
##  $ text23 : chr [1:14] "I" "have" "never" "told" ...
##  $ text24 : chr [1:14] "until" "after" "I" "have" ...
##  $ text25 : chr [1:15] "human" "mind" "will" "not" ...
##  $ text26 : chr [1:15] "purpose" "being" "pilloried" "by" ...
##  $ text27 : chr [1:14] "held" "up" "as" "a" ...
##  $ text28 : chr [1:10] "which" "some" "day" "science" ...
##  $ text29 : chr [1:15] "which" "I" "gained" "upon" ...
##  $ text30 : chr [1:12] "this" "chronicle" "," "will" ...
##  $ text31 : chr [1:16] "of" "our" "sister" "planet" ...
##  $ text32 : chr(0) 
##  $ text33 : chr [1:15] "My" "name" "is" "John" ...
##  $ text34 : chr [1:14] "Virginia" "." "At" "the" ...
##  $ text35 : chr [1:10] "several" "hundred" "thousand" "dollars" ...
##  $ text36 : chr [1:14] "commission" "in" "the" "cavalry" ...
##  $ text37 : chr [1:14] "servant" "of" "a" "state" ...
##  $ text38 : chr [1:14] "Masterless" "," "penniless" "," ...
##  $ text39 : chr [1:14] "gone" "," "I" "determined" ...
##  $ text40 : chr [1:10] "retrieve" "my" "fallen" "fortunes" ...
##  $ text41 : chr(0) 
##  $ text42 : chr [1:11] "I" "spent" "nearly" "a" ...
##  $ text43 : chr [1:13] "officer" "," "Captain" "James" ...
##  $ text44 : chr [1:14] "fortunate" "," "for" "late" ...
##  $ text45 : chr [1:10] "privations" "," "we" "located" ...
##  $ text46 : chr [1:14] "that" "our" "wildest" "dreams" ...
##  $ text47 : chr [1:12] "engineer" "by" "education" "," ...
##  $ text48 : chr [1:11] "dollars" "worth" "of" "ore" ...
##  $ text49 : chr(0) 
##  $ text50 : chr [1:14] "As" "our" "equipment" "was" ...
##  $ text51 : chr [1:10] "must" "return" "to" "civilization" ...
##  $ text52 : chr [1:13] "return" "with" "a" "sufficient" ...
##  $ text53 : chr(0) 
##  $ text54 : chr [1:14] "As" "Powell" "was" "familiar" ...
##  $ text55 : chr [1:13] "requirements" "of" "mining" "we" ...
##  $ text56 : chr [1:16] "make" "the" "trip" "." ...
##  $ text57 : chr [1:12] "the" "remote" "possibility" "of" ...
##  $ text58 : chr(0) 
##  $ text59 : chr [1:16] "On" "March" "3" "," ...
##  $ text60 : chr [1:14] "burros" "," "and" "bidding" ...
##  $ text61 : chr [1:13] "the" "mountainside" "toward" "the" ...
##  $ text62 : chr [1:3] "his" "journey" "."
##  $ text63 : chr(0) 
##  $ text64 : chr [1:11] "The" "morning" "of" "Powell's" ...
##  $ text65 : chr [1:14] "mornings" "," "clear" "and" ...
##  $ text66 : chr [1:12] "animals" "picking" "their" "way" ...
##  $ text67 : chr [1:12] "all" "during" "the" "morning" ...
##  $ text68 : chr [1:16] "they" "topped" "a" "hog" ...
##  $ text69 : chr [1:14] "of" "Powell" "was" "about" ...
##  $ text70 : chr [1:10] "the" "range" "on" "the" ...
##  $ text71 : chr(0) 
##  $ text72 : chr [1:12] "Some" "half" "hour" "later" ...
##  $ text73 : chr [1:13] "and" "was" "much" "surprised" ...
##  $ text74 : chr [1:16] "place" "I" "had" "last" ...
##  $ text75 : chr [1:13] "given" "to" "needless" "worrying" ...
##  $ text76 : chr [1:16] "that" "all" "was" "well" ...
##  $ text77 : chr [1:14] "trail" "were" "antelope" "or" ...
##  $ text78 : chr [1:2] "myself" "."
##  $ text79 : chr(0) 
##  $ text80 : chr [1:14] "Since" "we" "had" "entered" ...
##  $ text81 : chr [1:16] "and" "we" "had" "," ...
##  $ text82 : chr [1:13] "ridicule" "the" "stories" "we" ...
##  $ text83 : chr [1:13] "marauders" "that" "were" "supposed" ...
##  $ text84 : chr [1:12] "lives" "and" "torture" "of" ...
##  $ text85 : chr [1:2] "clutches" "."
##  $ text86 : chr(0) 
##  $ text87 : chr [1:15] "Powell" "," "I" "knew" ...
##  $ text88 : chr [1:15] "fighter" ";" "but" "I" ...
##  $ text89 : chr [1:15] "the" "North" "," "and" ...
##  $ text90 : chr [1:11] "cunning" "trailing" "Apaches" "." ...
##  $ text91 : chr [1:16] "longer" "," "and" "," ...
##  $ text92 : chr [1:13] "strapped" "two" "belts" "of" ...
##  $ text93 : chr [1:11] "started" "down" "the" "trail" ...
##  $ text94 : chr(0) 
##  $ text95 : chr [1:14] "As" "soon" "as" "I" ...
##  $ text96 : chr [1:14] "canter" "and" "continued" "this" ...
##  $ text97 : chr [1:14] "dusk" "," "I" "discovered" ...
##  $ text98 : chr [1:15] "They" "were" "the" "tracks" ...
##  $ text99 : chr [1:4] "had" "been" "galloping" "."
##   [list output truncated]
##  - attr(*, "types")= chr [1:920] "ON" "THE" "ARIZONA" "HILLS" ...
##  - attr(*, "padding")= logi FALSE
##  - attr(*, "class")= chr "tokens"
##  - attr(*, "docvars")='data.frame':  267 obs. of  3 variables:
##   ..$ docname_: chr [1:267] "text1" "text2" "text3" "text4" ...
##   ..$ docid_  : Factor w/ 267 levels "text1","text2",..: 1 2 3 4 5 6 7 8 9 10 ...
##   ..$ segid_  : int [1:267] 1 1 1 1 1 1 1 1 1 1 ...
##  - attr(*, "meta")=List of 3
##   ..$ system:List of 5
##   .. ..$ package-version:Classes 'package_version', 'numeric_version'  hidden list of 1
##   .. .. ..$ : int [1:3] 3 3 0
##   .. ..$ r-version      :Classes 'R_system_version', 'package_version', 'numeric_version'  hidden list of 1
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##   .. .. ..- attr(*, "names")= chr [1:3] "sysname" "machine" "user"
##   .. ..$ directory      : chr "/Users/shubhamjadhav/Library/CloudStorage/GoogleDrive-shubhamjadhav@gwmail.gwu.edu/My Drive/MS/Spring 2023/BDA/Projects/03"
##   .. ..$ created        : Date[1:1], format: "2023-05-02"
##   ..$ object:List of 6
##   .. ..$ unit        : chr "documents"
##   .. ..$ what        : chr "word"
##   .. ..$ ngram       : int 1
##   .. ..$ skip        : int 0
##   .. ..$ concatenator: chr "_"
##   .. ..$ summary     :List of 2
##   .. .. ..$ hash: chr(0) 
##   .. .. ..$ data: NULL
##   ..$ user  : list()
pomdfm <- quanteda::dfm(pomch1tokens)
str(pomdfm)
## Formal class 'dfm' [package "quanteda"] with 8 slots
##   ..@ docvars :'data.frame': 267 obs. of  3 variables:
##   .. ..$ docname_: chr [1:267] "text1" "text2" "text3" "text4" ...
##   .. ..$ docid_  : Factor w/ 267 levels "text1","text2",..: 1 2 3 4 5 6 7 8 9 10 ...
##   .. ..$ segid_  : int [1:267] 1 1 1 1 1 1 1 1 1 1 ...
##   ..@ meta    :List of 3
##   .. ..$ system:List of 5
##   .. .. ..$ package-version:Classes 'package_version', 'numeric_version'  hidden list of 1
##   .. .. .. ..$ : int [1:3] 3 3 0
##   .. .. ..$ r-version      :Classes 'R_system_version', 'package_version', 'numeric_version'  hidden list of 1
##   .. .. .. ..$ : int [1:3] 4 2 2
##   .. .. ..$ system         : Named chr [1:3] "Darwin" "arm64" "shubhamjadhav"
##   .. .. .. ..- attr(*, "names")= chr [1:3] "sysname" "machine" "user"
##   .. .. ..$ directory      : chr "/Users/shubhamjadhav/Library/CloudStorage/GoogleDrive-shubhamjadhav@gwmail.gwu.edu/My Drive/MS/Spring 2023/BDA/Projects/03"
##   .. .. ..$ created        : Date[1:1], format: "2023-05-02"
##   .. ..$ object:List of 9
##   .. .. ..$ unit        : chr "documents"
##   .. .. ..$ what        : chr "word"
##   .. .. ..$ ngram       : int 1
##   .. .. ..$ skip        : int 0
##   .. .. ..$ concatenator: chr "_"
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##   .. .. .. ..$ scheme: chr "count"
##   .. .. .. ..$ base  : NULL
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##   .. .. ..$ weight_df   :List of 5
##   .. .. .. ..$ scheme   : chr "unary"
##   .. .. .. ..$ base     : NULL
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##   .. .. .. ..$ smoothing: NULL
##   .. .. .. ..$ threshold: NULL
##   .. .. ..$ smooth      : num 0
##   .. .. ..$ summary     :List of 2
##   .. .. .. ..$ hash: chr(0) 
##   .. .. .. ..$ data: NULL
##   .. ..$ user  : list()
##   ..@ i       : int [1:2646] 1 8 58 69 75 101 113 181 199 207 ...
##   ..@ p       : int [1:897] 0 15 153 158 159 256 265 318 320 323 ...
##   ..@ Dim     : int [1:2] 267 896
##   ..@ Dimnames:List of 2
##   .. ..$ docs    : chr [1:267] "text1" "text2" "text3" "text4" ...
##   .. ..$ features: chr [1:896] "on" "the" "arizona" "hills" ...
##   ..@ x       : num [1:2646] 1 1 2 1 1 1 1 1 1 1 ...
##   ..@ factors : list()
pomdocfreq <- quanteda::docfreq(pomdfm)
str(pomdocfreq)
##  Named int [1:896] 15 138 5 1 97 9 53 2 3 6 ...
##  - attr(*, "names")= chr [1:896] "on" "the" "arizona" "hills" ...
pomdocfreq[1:30]
##       on      the  arizona    hills        i       am        a     very 
##       15      138        5        1       97        9       53        2 
##      old      man        ;      how       do      not     know        . 
##        3        6       15        1        7       17        4       77 
## possibly  hundred        ,     more      but   cannot     tell  because 
##        6        5       98        5       12        5        1        4 
##     have    never     aged       as    other      men 
##       14        5        1       19        4        3
pomwgt <- quanteda::dfm_weight(pomdfm)
str(pomwgt)
## Formal class 'dfm' [package "quanteda"] with 8 slots
##   ..@ docvars :'data.frame': 267 obs. of  3 variables:
##   .. ..$ docname_: chr [1:267] "text1" "text2" "text3" "text4" ...
##   .. ..$ docid_  : Factor w/ 267 levels "text1","text2",..: 1 2 3 4 5 6 7 8 9 10 ...
##   .. ..$ segid_  : int [1:267] 1 1 1 1 1 1 1 1 1 1 ...
##   ..@ meta    :List of 3
##   .. ..$ system:List of 5
##   .. .. ..$ package-version:Classes 'package_version', 'numeric_version'  hidden list of 1
##   .. .. .. ..$ : int [1:3] 3 3 0
##   .. .. ..$ r-version      :Classes 'R_system_version', 'package_version', 'numeric_version'  hidden list of 1
##   .. .. .. ..$ : int [1:3] 4 2 2
##   .. .. ..$ system         : Named chr [1:3] "Darwin" "arm64" "shubhamjadhav"
##   .. .. .. ..- attr(*, "names")= chr [1:3] "sysname" "machine" "user"
##   .. .. ..$ directory      : chr "/Users/shubhamjadhav/Library/CloudStorage/GoogleDrive-shubhamjadhav@gwmail.gwu.edu/My Drive/MS/Spring 2023/BDA/Projects/03"
##   .. .. ..$ created        : Date[1:1], format: "2023-05-02"
##   .. ..$ object:List of 9
##   .. .. ..$ unit        : chr "documents"
##   .. .. ..$ what        : chr "word"
##   .. .. ..$ ngram       : int 1
##   .. .. ..$ skip        : int 0
##   .. .. ..$ concatenator: chr "_"
##   .. .. ..$ weight_tf   :List of 3
##   .. .. .. ..$ scheme: chr "count"
##   .. .. .. ..$ base  : NULL
##   .. .. .. ..$ k     : NULL
##   .. .. ..$ weight_df   :List of 5
##   .. .. .. ..$ scheme   : chr "unary"
##   .. .. .. ..$ base     : NULL
##   .. .. .. ..$ c        : NULL
##   .. .. .. ..$ smoothing: NULL
##   .. .. .. ..$ threshold: NULL
##   .. .. ..$ smooth      : num 0
##   .. .. ..$ summary     :List of 2
##   .. .. .. ..$ hash: chr(0) 
##   .. .. .. ..$ data: NULL
##   .. ..$ user  : list()
##   ..@ i       : int [1:2646] 1 8 58 69 75 101 113 181 199 207 ...
##   ..@ p       : int [1:897] 0 15 153 158 159 256 265 318 320 323 ...
##   ..@ Dim     : int [1:2] 267 896
##   ..@ Dimnames:List of 2
##   .. ..$ docs    : chr [1:267] "text1" "text2" "text3" "text4" ...
##   .. ..$ features: chr [1:896] "on" "the" "arizona" "hills" ...
##   ..@ x       : num [1:2646] 1 1 2 1 1 1 1 1 1 1 ...
##   ..@ factors : list()
pomwgt
## Document-feature matrix of: 267 documents, 896 features (98.89% sparse) and 0 docvars.
##        features
## docs    on the arizona hills i am a very old man
##   text1  0   0       0     0 0  0 0    0   0   0
##   text2  1   1       1     1 0  0 0    0   0   0
##   text3  0   0       0     0 0  0 0    0   0   0
##   text4  0   0       0     0 0  0 0    0   0   0
##   text5  0   0       0     0 3  2 2    1   2   1
##   text6  0   0       0     0 2  0 0    0   0   0
## [ reached max_ndoc ... 261 more documents, reached max_nfeat ... 886 more features ]
pomtfidf <- quanteda::dfm_tfidf(pomdfm, scheme_tf = "count", scheme_df = "inverse")
str(pomtfidf)
## Formal class 'dfm' [package "quanteda"] with 8 slots
##   ..@ docvars :'data.frame': 267 obs. of  3 variables:
##   .. ..$ docname_: chr [1:267] "text1" "text2" "text3" "text4" ...
##   .. ..$ docid_  : Factor w/ 267 levels "text1","text2",..: 1 2 3 4 5 6 7 8 9 10 ...
##   .. ..$ segid_  : int [1:267] 1 1 1 1 1 1 1 1 1 1 ...
##   ..@ meta    :List of 3
##   .. ..$ system:List of 5
##   .. .. ..$ package-version:Classes 'package_version', 'numeric_version'  hidden list of 1
##   .. .. .. ..$ : int [1:3] 3 3 0
##   .. .. ..$ r-version      :Classes 'R_system_version', 'package_version', 'numeric_version'  hidden list of 1
##   .. .. .. ..$ : int [1:3] 4 2 2
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##   .. .. .. ..- attr(*, "names")= chr [1:3] "sysname" "machine" "user"
##   .. .. ..$ directory      : chr "/Users/shubhamjadhav/Library/CloudStorage/GoogleDrive-shubhamjadhav@gwmail.gwu.edu/My Drive/MS/Spring 2023/BDA/Projects/03"
##   .. .. ..$ created        : Date[1:1], format: "2023-05-02"
##   .. ..$ object:List of 9
##   .. .. ..$ unit        : chr "documents"
##   .. .. ..$ what        : chr "word"
##   .. .. ..$ ngram       : int 1
##   .. .. ..$ skip        : int 0
##   .. .. ..$ concatenator: chr "_"
##   .. .. ..$ weight_tf   :List of 3
##   .. .. .. ..$ scheme: chr "count"
##   .. .. .. ..$ base  : NULL
##   .. .. .. ..$ k     : NULL
##   .. .. ..$ weight_df   :List of 2
##   .. .. .. ..$ scheme: chr "inverse"
##   .. .. .. ..$ base  : num 10
##   .. .. ..$ smooth      : num 0
##   .. .. ..$ summary     :List of 2
##   .. .. .. ..$ hash: chr(0) 
##   .. .. .. ..$ data: NULL
##   .. ..$ user  : list()
##   ..@ i       : int [1:2646] 1 8 58 69 75 101 113 181 199 207 ...
##   ..@ p       : int [1:897] 0 15 153 158 159 256 265 318 320 323 ...
##   ..@ Dim     : int [1:2] 267 896
##   ..@ Dimnames:List of 2
##   .. ..$ docs    : chr [1:267] "text1" "text2" "text3" "text4" ...
##   .. ..$ features: chr [1:896] "on" "the" "arizona" "hills" ...
##   ..@ x       : Named num [1:2646] 1.25 1.25 2.5 1.25 1.25 ...
##   .. ..- attr(*, "names")= chr [1:2646] "on" "on" "on" "on" ...
##   ..@ factors : list()

Syuzhet

#install.packages("syuzhet")
library(syuzhet)

Read as Dataframe

pomdf <- as.data.frame(chapter_1)
pomdf
##                                                                    chapter_1
## 1                                                                           
## 2                                                       ON THE ARIZONA HILLS
## 3                                                                           
## 4                                                                           
## 5      I am a very old man; how old I do not know.  Possibly I am a hundred,
## 6        possibly more; but I cannot tell because I have never aged as other
## 7    men, nor do I remember any childhood.  So far as I can recollect I have
## 8         always been a man, a man of about thirty.  I appear today as I did
## 9        forty years and more ago, and yet I feel that I cannot go on living
## 10     forever; that some day I shall die the real death from which there is
## 11       no resurrection.  I do not know why I should fear death, I who have
## 12    died twice and am still alive; but yet I have the same horror of it as
## 13     you who have never died, and it is because of this terror of death, I
## 14                          believe, that I am so convinced of my mortality.
## 15                                                                          
## 16        And because of this conviction I have determined to write down the
## 17    story of the interesting periods of my life and of my death.  I cannot
## 18        explain the phenomena; I can only set down here in the words of an
## 19        ordinary soldier of fortune a chronicle of the strange events that
## 20   befell me during the ten years that my dead body lay undiscovered in an
## 21                                                             Arizona cave.
## 22                                                                          
## 23    I have never told this story, nor shall mortal man see this manuscript
## 24     until after I have passed over for eternity.  I know that the average
## 25         human mind will not believe what it cannot grasp, and so I do not
## 26     purpose being pilloried by the public, the pulpit, and the press, and
## 27        held up as a colossal liar when I am but telling the simple truths
## 28       which some day science will substantiate.  Possibly the suggestions
## 29       which I gained upon Mars, and the knowledge which I can set down in
## 30     this chronicle, will aid in an earlier understanding of the mysteries
## 31    of our sister planet; mysteries to you, but no longer mysteries to me.
## 32                                                                          
## 33       My name is John Carter; I am better known as Captain Jack Carter of
## 34      Virginia.  At the close of the Civil War I found myself possessed of
## 35            several hundred thousand dollars (Confederate) and a captain's
## 36     commission in the cavalry arm of an army which no longer existed; the
## 37        servant of a state which had vanished with the hopes of the South.
## 38    Masterless, penniless, and with my only means of livelihood, fighting,
## 39         gone, I determined to work my way to the southwest and attempt to
## 40                         retrieve my fallen fortunes in a search for gold.
## 41                                                                          
## 42     I spent nearly a year prospecting in company with another Confederate
## 43          officer, Captain James K. Powell of Richmond.  We were extremely
## 44       fortunate, for late in the winter of 1865, after many hardships and
## 45       privations, we located the most remarkable gold-bearing quartz vein
## 46      that our wildest dreams had ever pictured.  Powell, who was a mining
## 47        engineer by education, stated that we had uncovered over a million
## 48                       dollars worth of ore in a trifle over three months.
## 49                                                                          
## 50       As our equipment was crude in the extreme we decided that one of us
## 51         must return to civilization, purchase the necessary machinery and
## 52          return with a sufficient force of men properly to work the mine.
## 53                                                                          
## 54   As Powell was familiar with the country, as well as with the mechanical
## 55     requirements of mining we determined that it would be best for him to
## 56   make the trip.  It was agreed that I was to hold down our claim against
## 57  the remote possibility of its being jumped by some wandering prospector.
## 58                                                                          
## 59        On March 3, 1866, Powell and I packed his provisions on two of our
## 60    burros, and bidding me good-bye he mounted his horse, and started down
## 61   the mountainside toward the valley, across which led the first stage of
## 62                                                              his journey.
## 63                                                                          
## 64            The morning of Powell's departure was, like nearly all Arizona
## 65        mornings, clear and beautiful; I could see him and his little pack
## 66    animals picking their way down the mountainside toward the valley, and
## 67       all during the morning I would catch occasional glimpses of them as
## 68   they topped a hog back or came out upon a level plateau.  My last sight
## 69   of Powell was about three in the afternoon as he entered the shadows of
## 70                             the range on the opposite side of the valley.
## 71                                                                          
## 72      Some half hour later I happened to glance casually across the valley
## 73        and was much surprised to note three little dots in about the same
## 74       place I had last seen my friend and his two pack animals.  I am not
## 75       given to needless worrying, but the more I tried to convince myself
## 76        that all was well with Powell, and that the dots I had seen on his
## 77         trail were antelope or wild horses, the less I was able to assure
## 78                                                                   myself.
## 79                                                                          
## 80      Since we had entered the territory we had not seen a hostile Indian,
## 81   and we had, therefore, become careless in the extreme, and were wont to
## 82   ridicule the stories we had heard of the great numbers of these vicious
## 83    marauders that were supposed to haunt the trails, taking their toll in
## 84    lives and torture of every white party which fell into their merciless
## 85                                                                 clutches.
## 86                                                                          
## 87        Powell, I knew, was well armed and, further, an experienced Indian
## 88      fighter; but I too had lived and fought for years among the Sioux in
## 89      the North, and I knew that his chances were small against a party of
## 90         cunning trailing Apaches.  Finally I could endure the suspense no
## 91    longer, and, arming myself with my two Colt revolvers and a carbine, I
## 92   strapped two belts of cartridges about me and catching my saddle horse,
## 93                    started down the trail taken by Powell in the morning.
## 94                                                                          
## 95   As soon as I reached comparatively level ground I urged my mount into a
## 96   canter and continued this, where the going permitted, until, close upon
## 97   dusk, I discovered the point where other tracks joined those of Powell.
## 98      They were the tracks of unshod ponies, three of them, and the ponies
## 99                                                       had been galloping.
## 100                                                                         
## 101  I followed rapidly until, darkness shutting down, I was forced to await
## 102     the rising of the moon, and given an opportunity to speculate on the
## 103          question of the wisdom of my chase.  Possibly I had conjured up
## 104   impossible dangers, like some nervous old housewife, and when I should
## 105    catch up with Powell would get a good laugh for my pains.  However, I
## 106     am not prone to sensitiveness, and the following of a sense of duty,
## 107           wherever it may lead, has always been a kind of fetich with me
## 108    throughout my life; which may account for the honors bestowed upon me
## 109     by three republics and the decorations and friendships of an old and
## 110     powerful emperor and several lesser kings, in whose service my sword
## 111                                                has been red many a time.
## 112                                                                         
## 113    About nine o'clock the moon was sufficiently bright for me to proceed
## 114       on my way and I had no difficulty in following the trail at a fast
## 115        walk, and in some places at a brisk trot until, about midnight, I
## 116   reached the water hole where Powell had expected to camp.  I came upon
## 117    the spot unexpectedly, finding it entirely deserted, with no signs of
## 118                                 having been recently occupied as a camp.
## 119                                                                         
## 120   I was interested to note that the tracks of the pursuing horsemen, for
## 121  such I was now convinced they must be, continued after Powell with only
## 122       a brief stop at the hole for water; and always at the same rate of
## 123                                                            speed as his.
## 124                                                                         
## 125   I was positive now that the trailers were Apaches and that they wished
## 126   to capture Powell alive for the fiendish pleasure of the torture, so I
## 127      urged my horse onward at a most dangerous pace, hoping against hope
## 128     that I would catch up with the red rascals before they attacked him.
## 129                                                                         
## 130    Further speculation was suddenly cut short by the faint report of two
## 131    shots far ahead of me.  I knew that Powell would need me now if ever,
## 132    and I instantly urged my horse to his topmost speed up the narrow and
## 133                                                difficult mountain trail.
## 134                                                                         
## 135    I had forged ahead for perhaps a mile or more without hearing further
## 136     sounds, when the trail suddenly debouched onto a small, open plateau
## 137             near the summit of the pass.  I had passed through a narrow,
## 138    overhanging gorge just before entering suddenly upon this table land,
## 139 and the sight which met my eyes filled me with consternation and dismay.
## 140                                                                         
## 141       The little stretch of level land was white with Indian tepees, and
## 142   there were probably half a thousand red warriors clustered around some
## 143       object near the center of the camp.  Their attention was so wholly
## 144     riveted to this point of interest that they did not notice me, and I
## 145    easily could have turned back into the dark recesses of the gorge and
## 146        made my escape with perfect safety.  The fact, however, that this
## 147          thought did not occur to me until the following day removes any
## 148      possible right to a claim to heroism to which the narration of this
## 149                             episode might possibly otherwise entitle me.
## 150                                                                         
## 151   I do not believe that I am made of the stuff which constitutes heroes,
## 152      because, in all of the hundreds of instances that my voluntary acts
## 153     have placed me face to face with death, I cannot recall a single one
## 154      where any alternative step to that I took occurred to me until many
## 155              hours later.  My mind is evidently so constituted that I am
## 156          subconsciously forced into the path of duty without recourse to
## 157  tiresome mental processes.  However that may be, I have never regretted
## 158                                  that cowardice is not optional with me.
## 159                                                                         
## 160   In this instance I was, of course, positive that Powell was the center
## 161   of attraction, but whether I thought or acted first I do not know, but
## 162     within an instant from the moment the scene broke upon my view I had
## 163   whipped out my revolvers and was charging down upon the entire army of
## 164         warriors, shooting rapidly, and whooping at the top of my lungs.
## 165  Singlehanded, I could not have pursued better tactics, for the red men,
## 166   convinced by sudden surprise that not less than a regiment of regulars
## 167        was upon them, turned and fled in every direction for their bows,
## 168                                                      arrows, and rifles.
## 169                                                                         
## 170            The view which their hurried routing disclosed filled me with
## 171    apprehension and with rage.  Under the clear rays of the Arizona moon
## 172     lay Powell, his body fairly bristling with the hostile arrows of the
## 173  braves.  That he was already dead I could not but be convinced, and yet
## 174  I would have saved his body from mutilation at the hands of the Apaches
## 175             as quickly as I would have saved the man himself from death.
## 176                                                                         
## 177     Riding close to him I reached down from the saddle, and grasping his
## 178   cartridge belt drew him up across the withers of my mount.  A backward
## 179   glance convinced me that to return by the way I had come would be more
## 180   hazardous than to continue across the plateau, so, putting spurs to my
## 181      poor beast, I made a dash for the opening to the pass which I could
## 182                           distinguish on the far side of the table land.
## 183                                                                         
## 184       The Indians had by this time discovered that I was alone and I was
## 185    pursued with imprecations, arrows, and rifle balls.  The fact that it
## 186   is difficult to aim anything but imprecations accurately by moonlight,
## 187   that they were upset by the sudden and unexpected manner of my advent,
## 188  and that I was a rather rapidly moving target saved me from the various
## 189    deadly projectiles of the enemy and permitted me to reach the shadows
## 190   of the surrounding peaks before an orderly pursuit could be organized.
## 191                                                                         
## 192         My horse was traveling practically unguided as I knew that I had
## 193   probably less knowledge of the exact location of the trail to the pass
## 194  than he, and thus it happened that he entered a defile which led to the
## 195    summit of the range and not to the pass which I had hoped would carry
## 196   me to the valley and to safety.  It is probable, however, that to this
## 197   fact I owe my life and the remarkable experiences and adventures which
## 198                                befell me during the following ten years.
## 199                                                                         
## 200   My first knowledge that I was on the wrong trail came when I heard the
## 201  yells of the pursuing savages suddenly grow fainter and fainter far off
## 202                                                              to my left.
## 203                                                                         
## 204          I knew then that they had passed to the left of the jagged rock
## 205     formation at the edge of the plateau, to the right of which my horse
## 206                                     had borne me and the body of Powell.
## 207                                                                         
## 208     I drew rein on a little level promontory overlooking the trail below
## 209       and to my left, and saw the party of pursuing savages disappearing
## 210                                  around the point of a neighboring peak.
## 211                                                                         
## 212       I knew the Indians would soon discover that they were on the wrong
## 213           trail and that the search for me would be renewed in the right
## 214                             direction as soon as they located my tracks.
## 215                                                                         
## 216        I had gone but a short distance further when what seemed to be an
## 217    excellent trail opened up around the face of a high cliff.  The trail
## 218  was level and quite broad and led upward and in the general direction I
## 219     wished to go.  The cliff arose for several hundred feet on my right,
## 220  and on my left was an equal and nearly perpendicular drop to the bottom
## 221                                                       of a rocky ravine.
## 222                                                                         
## 223  I had followed this trail for perhaps a hundred yards when a sharp turn
## 224   to the right brought me to the mouth of a large cave.  The opening was
## 225       about four feet in height and three to four feet wide, and at this
## 226                                                 opening the trail ended.
## 227                                                                         
## 228      It was now morning, and, with the customary lack of dawn which is a
## 229       startling characteristic of Arizona, it had become daylight almost
## 230                                                         without warning.
## 231                                                                         
## 232     Dismounting, I laid Powell upon the ground, but the most painstaking
## 233       examination failed to reveal the faintest spark of life.  I forced
## 234  water from my canteen between his dead lips, bathed his face and rubbed
## 235  his hands, working over him continuously for the better part of an hour
## 236                      in the face of the fact that I knew him to be dead.
## 237                                                                         
## 238   I was very fond of Powell; he was thoroughly a man in every respect; a
## 239  polished southern gentleman; a staunch and true friend; and it was with
## 240           a feeling of the deepest grief that I finally gave up my crude
## 241                                              endeavors at resuscitation.
## 242                                                                         
## 243    Leaving Powell's body where it lay on the ledge I crept into the cave
## 244     to reconnoiter.  I found a large chamber, possibly a hundred feet in
## 245      diameter and thirty or forty feet in height; a smooth and well-worn
## 246        floor, and many other evidences that the cave had, at some remote
## 247       period, been inhabited.  The back of the cave was so lost in dense
## 248     shadow that I could not distinguish whether there were openings into
## 249                                                 other apartments or not.
## 250                                                                         
## 251        As I was continuing my examination I commenced to feel a pleasant
## 252      drowsiness creeping over me which I attributed to the fatigue of my
## 253     long and strenuous ride, and the reaction from the excitement of the
## 254          fight and the pursuit.  I felt comparatively safe in my present
## 255       location as I knew that one man could defend the trail to the cave
## 256                                                         against an army.
## 257                                                                         
## 258   I soon became so drowsy that I could scarcely resist the strong desire
## 259  to throw myself on the floor of the cave for a few moments' rest, but I
## 260     knew that this would never do, as it would mean certain death at the
## 261    hands of my red friends, who might be upon me at any moment.  With an
## 262   effort I started toward the opening of the cave only to reel drunkenly
## 263           against a side wall, and from there slip prone upon the floor.
## 264                                                                         
## 265                                                                         
## 266                                                                         
## 267

Read as string

pomasstr <- get_text_as_string("Data/chapters/chapter_1.txt")
pomasstr
##  ON THE ARIZONA HILLS   I am a very old man; how old I do not know.  Possibly I am a hundred, possibly more; but I cannot tell because I have never aged as other men, nor do I remember any childhood.  So far as I can recollect I have always been a man, a man of about thirty.  I appear today as I did forty years and more ago, and yet I feel that I cannot go on living forever; that some day I shall die the real death from which there is no resurrection.  I do not know why I should fear death, I who have died twice and am still alive; but yet I have the same horror of it as you who have never died, and it is because of this terror of death, I believe, that I am so convinced of my mortality.  And because of this conviction I have determined to write down the story of the interesting periods of my life and of my death.  I cannot explain the phenomena; I can only set down here in the words of an ordinary soldier of fortune a chronicle of the strange events that befell me during the ten years that my dead body lay undiscovered in an Arizona cave.  I have never told this story, nor shall mortal man see this manuscript until after I have passed over for eternity.  I know that the average human mind will not believe what it cannot grasp, and so I do not purpose being pilloried by the public, the pulpit, and the press, and held up as a colossal liar when I am but telling the simple truths which some day science will substantiate.  Possibly the suggestions which I gained upon Mars, and the knowledge which I can set down in this chronicle, will aid in an earlier understanding of the mysteries of our sister planet; mysteries to you, but no longer mysteries to me.  My name is John Carter; I am better known as Captain Jack Carter of Virginia.  At the close of the Civil War I found myself possessed of several hundred thousand dollars (Confederate) and a captain's commission in the cavalry arm of an army which no longer existed; the servant of a state which had vanished with the hopes of the South. Masterless, penniless, and with my only means of livelihood, fighting, gone, I determined to work my way to the southwest and attempt to retrieve my fallen fortunes in a search for gold.  I spent nearly a year prospecting in company with another Confederate officer, Captain James K. Powell of Richmond.  We were extremely fortunate, for late in the winter of 1865, after many hardships and privations, we located the most remarkable gold-bearing quartz vein that our wildest dreams had ever pictured.  Powell, who was a mining engineer by education, stated that we had uncovered over a million dollars worth of ore in a trifle over three months.  As our equipment was crude in the extreme we decided that one of us must return to civilization, purchase the necessary machinery and return with a sufficient force of men properly to work the mine.  As Powell was familiar with the country, as well as with the mechanical requirements of mining we determined that it would be best for him to make the trip.  It was agreed that I was to hold down our claim against the remote possibility of its being jumped by some wandering prospector.  On March 3, 1866, Powell and I packed his provisions on two of our burros, and bidding me good-bye he mounted his horse, and started down the mountainside toward the valley, across which led the first stage of his journey.  The morning of Powell's departure was, like nearly all Arizona mornings, clear and beautiful; I could see him and his little pack animals picking their way down the mountainside toward the valley, and all during the morning I would catch occasional glimpses of them as they topped a hog back or came out upon a level plateau.  My last sight of Powell was about three in the afternoon as he entered the shadows of the range on the opposite side of the valley.  Some half hour later I happened to glance casually across the valley and was much surprised to note three little dots in about the same place I had last seen my friend and his two pack animals.  I am not given to needless worrying, but the more I tried to convince myself that all was well with Powell, and that the dots I had seen on his trail were antelope or wild horses, the less I was able to assure myself.  Since we had entered the territory we had not seen a hostile Indian, and we had, therefore, become careless in the extreme, and were wont to ridicule the stories we had heard of the great numbers of these vicious marauders that were supposed to haunt the trails, taking their toll in lives and torture of every white party which fell into their merciless clutches.  Powell, I knew, was well armed and, further, an experienced Indian fighter; but I too had lived and fought for years among the Sioux in the North, and I knew that his chances were small against a party of cunning trailing Apaches.  Finally I could endure the suspense no longer, and, arming myself with my two Colt revolvers and a carbine, I strapped two belts of cartridges about me and catching my saddle horse, started down the trail taken by Powell in the morning.  As soon as I reached comparatively level ground I urged my mount into a canter and continued this, where the going permitted, until, close upon dusk, I discovered the point where other tracks joined those of Powell. They were the tracks of unshod ponies, three of them, and the ponies had been galloping.  I followed rapidly until, darkness shutting down, I was forced to await the rising of the moon, and given an opportunity to speculate on the question of the wisdom of my chase.  Possibly I had conjured up impossible dangers, like some nervous old housewife, and when I should catch up with Powell would get a good laugh for my pains.  However, I am not prone to sensitiveness, and the following of a sense of duty, wherever it may lead, has always been a kind of fetich with me throughout my life; which may account for the honors bestowed upon me by three republics and the decorations and friendships of an old and powerful emperor and several lesser kings, in whose service my sword has been red many a time.  About nine o'clock the moon was sufficiently bright for me to proceed on my way and I had no difficulty in following the trail at a fast walk, and in some places at a brisk trot until, about midnight, I reached the water hole where Powell had expected to camp.  I came upon the spot unexpectedly, finding it entirely deserted, with no signs of having been recently occupied as a camp.  I was interested to note that the tracks of the pursuing horsemen, for such I was now convinced they must be, continued after Powell with only a brief stop at the hole for water; and always at the same rate of speed as his.  I was positive now that the trailers were Apaches and that they wished to capture Powell alive for the fiendish pleasure of the torture, so I urged my horse onward at a most dangerous pace, hoping against hope that I would catch up with the red rascals before they attacked him.  Further speculation was suddenly cut short by the faint report of two shots far ahead of me.  I knew that Powell would need me now if ever, and I instantly urged my horse to his topmost speed up the narrow and difficult mountain trail.  I had forged ahead for perhaps a mile or more without hearing further sounds, when the trail suddenly debouched onto a small, open plateau near the summit of the pass.  I had passed through a narrow, overhanging gorge just before entering suddenly upon this table land, and the sight which met my eyes filled me with consternation and dismay.  The little stretch of level land was white with Indian tepees, and there were probably half a thousand red warriors clustered around some object near the center of the camp.  Their attention was so wholly riveted to this point of interest that they did not notice me, and I easily could have turned back into the dark recesses of the gorge and made my escape with perfect safety.  The fact, however, that this thought did not occur to me until the following day removes any possible right to a claim to heroism to which the narration of this episode might possibly otherwise entitle me.  I do not believe that I am made of the stuff which constitutes heroes, because, in all of the hundreds of instances that my voluntary acts have placed me face to face with death, I cannot recall a single one where any alternative step to that I took occurred to me until many hours later.  My mind is evidently so constituted that I am subconsciously forced into the path of duty without recourse to tiresome mental processes.  However that may be, I have never regretted that cowardice is not optional with me.  In this instance I was, of course, positive that Powell was the center of attraction, but whether I thought or acted first I do not know, but within an instant from the moment the scene broke upon my view I had whipped out my revolvers and was charging down upon the entire army of warriors, shooting rapidly, and whooping at the top of my lungs. Singlehanded, I could not have pursued better tactics, for the red men, convinced by sudden surprise that not less than a regiment of regulars was upon them, turned and fled in every direction for their bows, arrows, and rifles.  The view which their hurried routing disclosed filled me with apprehension and with rage.  Under the clear rays of the Arizona moon lay Powell, his body fairly bristling with the hostile arrows of the braves.  That he was already dead I could not but be convinced, and yet I would have saved his body from mutilation at the hands of the Apaches as quickly as I would have saved the man himself from death.  Riding close to him I reached down from the saddle, and grasping his cartridge belt drew him up across the withers of my mount.  A backward glance convinced me that to return by the way I had come would be more hazardous than to continue across the plateau, so, putting spurs to my poor beast, I made a dash for the opening to the pass which I could distinguish on the far side of the table land.  The Indians had by this time discovered that I was alone and I was pursued with imprecations, arrows, and rifle balls.  The fact that it is difficult to aim anything but imprecations accurately by moonlight, that they were upset by the sudden and unexpected manner of my advent, and that I was a rather rapidly moving target saved me from the various deadly projectiles of the enemy and permitted me to reach the shadows of the surrounding peaks before an orderly pursuit could be organized.  My horse was traveling practically unguided as I knew that I had probably less knowledge of the exact location of the trail to the pass than he, and thus it happened that he entered a defile which led to the summit of the range and not to the pass which I had hoped would carry me to the valley and to safety.  It is probable, however, that to this fact I owe my life and the remarkable experiences and adventures which befell me during the following ten years.  My first knowledge that I was on the wrong trail came when I heard the yells of the pursuing savages suddenly grow fainter and fainter far off to my left.  I knew then that they had passed to the left of the jagged rock formation at the edge of the plateau, to the right of which my horse had borne me and the body of Powell.  I drew rein on a little level promontory overlooking the trail below and to my left, and saw the party of pursuing savages disappearing around the point of a neighboring peak.  I knew the Indians would soon discover that they were on the wrong trail and that the search for me would be renewed in the right direction as soon as they located my tracks.  I had gone but a short distance further when what seemed to be an excellent trail opened up around the face of a high cliff.  The trail was level and quite broad and led upward and in the general direction I wished to go.  The cliff arose for several hundred feet on my right, and on my left was an equal and nearly perpendicular drop to the bottom of a rocky ravine.  I had followed this trail for perhaps a hundred yards when a sharp turn to the right brought me to the mouth of a large cave.  The opening was about four feet in height and three to four feet wide, and at this opening the trail ended.  It was now morning, and, with the customary lack of dawn which is a startling characteristic of Arizona, it had become daylight almost without warning.  Dismounting, I laid Powell upon the ground, but the most painstaking examination failed to reveal the faintest spark of life.  I forced water from my canteen between his dead lips, bathed his face and rubbed his hands, working over him continuously for the better part of an hour in the face of the fact that I knew him to be dead.  I was very fond of Powell; he was thoroughly a man in every respect; a polished southern gentleman; a staunch and true friend; and it was with a feeling of the deepest grief that I finally gave up my crude endeavors at resuscitation.  Leaving Powell's body where it lay on the ledge I crept into the cave to reconnoiter.  I found a large chamber, possibly a hundred feet in diameter and thirty or forty feet in height; a smooth and well-worn floor, and many other evidences that the cave had, at some remote period, been inhabited.  The back of the cave was so lost in dense shadow that I could not distinguish whether there were openings into other apartments or not.  As I was continuing my examination I commenced to feel a pleasant drowsiness creeping over me which I attributed to the fatigue of my long and strenuous ride, and the reaction from the excitement of the fight and the pursuit.  I felt comparatively safe in my present location as I knew that one man could defend the trail to the cave against an army.  I soon became so drowsy that I could scarcely resist the strong desire to throw myself on the floor of the cave for a few moments' rest, but I knew that this would never do, as it would mean certain death at the hands of my red friends, who might be upon me at any moment.  With an effort I started toward the opening of the cave only to reel drunkenly against a side wall, and from there slip prone upon the floor.

Get Sentences

pomsen <- get_sentences(pomasstr)
pomsen[1:5]
## [1] "ON THE ARIZONA HILLS   I am a very old man; how old I do not know."                                                                                                                                                                             
## [2] "Possibly I am a hundred, possibly more; but I cannot tell because I have never aged as other men, nor do I remember any childhood."                                                                                                             
## [3] "So far as I can recollect I have always been a man, a man of about thirty."                                                                                                                                                                     
## [4] "I appear today as I did forty years and more ago, and yet I feel that I cannot go on living forever; that some day I shall die the real death from which there is no resurrection."                                                             
## [5] "I do not know why I should fear death, I who have died twice and am still alive; but yet I have the same horror of it as you who have never died, and it is because of this terror of death, I believe, that I am so convinced of my mortality."
str(pomsen)
##  chr [1:77] "ON THE ARIZONA HILLS   I am a very old man; how old I do not know." ...

Get Sentiments

pomsentisyu <- get_sentiment(pomsen, "syuzhet")
pomsentisyu[1:10]
##  [1]  0.00  0.60  0.00 -1.00 -3.40  0.00 -0.90 -0.25 -0.30  3.20
pomsentibing <- get_sentiment(pomsen, "bing")
pomsentibing[1:10]
##  [1]  0  0  0 -2 -4  0 -2  0 -1  1

Sentiment Dictionary

pomsentidict <- get_sentiment_dictionary()
pomsentidict
##                      word value
## 1                 abandon -0.75
## 2               abandoned -0.50
## 3               abandoner -0.25
## 4             abandonment -0.25
## 5                abandons -1.00
## 6                abducted -1.00
## 7               abduction -0.50
## 8              abductions -1.00
## 9                aberrant -0.60
## 10             aberration -0.80
## 11                  abhor -0.50
## 12               abhorred -1.00
## 13              abhorrent -0.50
## 14                 abhors -1.00
## 15              abilities  0.60
## 16                ability  0.50
## 17                 abject -1.00
## 18                 ablaze -0.25
## 19               abnormal -0.50
## 20                 aboard  0.25
## 21                abolish -0.50
## 22             abominable -0.50
## 23             abominably -1.00
## 24              abominate -1.00
## 25            abomination -0.50
## 26                  abort -0.50
## 27                aborted -0.80
## 28               abortion -0.80
## 29               abortive -1.00
## 30                 aborts -0.60
## 31                 abound  0.25
## 32                abounds  0.25
## 33               abrasion -0.60
## 34               abrasive -0.50
## 35               abrogate -0.40
## 36                 abrupt -0.25
## 37               abruptly -0.25
## 38                abscess -0.50
## 39                abscond -1.00
## 40                absence -0.50
## 41                 absent -0.60
## 42               absentee -0.75
## 43            absenteeism -1.00
## 44              absentees -0.60
## 45           absentminded -0.80
## 46               absolute -0.25
## 47             absolution  0.10
## 48                absolve  1.00
## 49               absolved  1.00
## 50               absolves  1.00
## 51              absolving  1.00
## 52               absorbed  0.50
## 53             abstinence -0.25
## 54           abstractedly -0.25
## 55            abstraction -0.25
## 56                 absurd -0.75
## 57              absurdity -0.50
## 58               absurdly -0.80
## 59             absurdness -0.80
## 60              abundance  0.60
## 61               abundant  0.50
## 62                  abuse -1.00
## 63                 abused -0.75
## 64                 abuses -0.50
## 65                abusive -0.50
## 66                abysmal -0.50
## 67              abysmally -1.00
## 68                  abyss -0.75
## 69               academic  0.40
## 70                academy  0.40
## 71            accentuated  0.25
## 72                 accept  1.00
## 73             acceptable  0.50
## 74             acceptance  0.80
## 75               accepted  0.80
## 76              accepting  0.60
## 77                accepts  0.80
## 78             accessable  0.80
## 79             accessible  0.75
## 80               accident -0.50
## 81             accidental -1.00
## 82           accidentally -0.60
## 83              accidents -0.60
## 84                acclaim  0.60
## 85              acclaimed  0.60
## 86            acclamation  0.60
## 87               accolade  0.50
## 88              accolades  0.60
## 89          accommodation  0.40
## 90          accommodative  0.80
## 91          accompaniment  0.60
## 92              accompany  0.40
## 93           accompanying  0.25
## 94             accomplish  0.75
## 95           accomplished  0.75
## 96           accomplishes  0.80
## 97         accomplishment  0.50
## 98        accomplishments  1.00
## 99                 accord  0.80
## 100           accordingly  0.25
## 101                accost -0.80
## 102              accosted -0.80
## 103        accountability  0.80
## 104           accountable  0.80
## 105            accountant -0.25
## 106            accredited  0.80
## 107            accumulate  0.25
## 108              accurate  0.50
## 109            accurately  0.60
## 110              accursed -0.50
## 111            accusation -1.00
## 112           accusations -0.75
## 113            accusative -1.00
## 114                accuse -0.50
## 115               accused -0.50
## 116               accuser -1.00
## 117               accuses -0.50
## 118              accusing -1.00
## 119            accusingly -1.00
## 120                   ace  0.80
## 121              acerbate -1.00
## 122                  ache -0.75
## 123                 ached -1.00
## 124                 aches -0.50
## 125                 achey -0.80
## 126            achievable  0.80
## 127               achieve  1.00
## 128           achievement  0.50
## 129          achievements  1.00
## 130                aching -0.75
## 131                  achy -1.00
## 132                  acid -0.40
## 133                 acing  0.25
## 134        acknowledgment  0.40
## 135               acquire  0.80
## 136              acquired  0.80
## 137             acquiring  0.80
## 138                acquit -0.25
## 139               acquits -0.25
## 140             acquitted -0.25
## 141            acquitting -0.25
## 142                 acrid -0.50
## 143               acridly -1.00
## 144             acridness -1.00
## 145           acrimonious -0.50
## 146         acrimoniously -1.00
## 147              acrimony -1.00
## 148                action  0.25
## 149            actionable  0.25
## 150                active  0.25
## 151                actual  0.40
## 152             actuality -0.25
## 153                acuity  0.60
## 154                acumen  0.50
## 155                 acute -0.25
## 156                 adapt  0.80
## 157             adaptable  0.50
## 158              adaptive  0.80
## 159                addict -1.00
## 160              addicted -0.50
## 161             addicting -0.80
## 162             addiction -1.00
## 163               addicts -1.00
## 164            additional  0.25
## 165                addled -0.60
## 166             addresses -0.25
## 167                 adept  1.00
## 168              adequacy  0.80
## 169              adequate  0.50
## 170               adhered  0.60
## 171            adjudicate  0.40
## 172               adjunct -0.25
## 173            adjustable  0.40
## 174           adjustments  0.40
## 175             admirable  0.50
## 176             admirably  1.00
## 177            admiration  0.75
## 178                admire  1.00
## 179               admired  0.50
## 180               admirer  0.50
## 181               admires  1.00
## 182              admiring  0.75
## 183            admiringly  1.00
## 184            admissible  0.60
## 185                 admit  0.60
## 186                admits  0.60
## 187              admitted  0.60
## 188              admonish -0.50
## 189            admonished -0.60
## 190         admonishingly -0.60
## 191          admonishment -0.60
## 192            admonition -0.50
## 193            adolescent  0.25
## 194                 adopt  0.50
## 195                adopts  0.40
## 196              adorable  0.75
## 197              adorably  1.00
## 198             adoration  1.00
## 199                 adore  0.75
## 200                adored  0.50
## 201                adorer  1.00
## 202                adores  0.50
## 203               adoring  1.00
## 204             adoringly  1.00
## 205                 adorn  0.40
## 206               adorned  0.40
## 207            adrenaline -0.25
## 208                adrift -0.80
## 209                adroit  0.60
## 210              adroitly  0.60
## 211               adulate  0.25
## 212             adulation  0.25
## 213             adulatory  0.25
## 214            adulterate -1.00
## 215           adulterated -0.50
## 216          adulteration -1.00
## 217              adultery -1.00
## 218               advance  0.80
## 219              advanced  0.75
## 220           advancement  1.00
## 221              advances  0.80
## 222             advantage  0.75
## 223          advantageous  0.50
## 224        advantageously  1.00
## 225            advantages  0.75
## 226                advent  0.80
## 227             adventure  0.50
## 228            adventures  0.25
## 229         adventuresome  1.00
## 230           adventurous  0.75
## 231           adversarial -0.60
## 232           adversaries -0.60
## 233             adversary -0.75
## 234               adverse -0.50
## 235             adversity -0.50
## 236             advisable  1.00
## 237                advise  0.80
## 238               adviser  0.60
## 239              advocacy  0.60
## 240              advocate  0.60
## 241             advocated  0.60
## 242             advocates  0.60
## 243             aesthetic  0.25
## 244            aesthetics  0.25
## 245            affability  0.80
## 246               affable  0.50
## 247               affably  0.80
## 248           affectation -0.40
## 249          affectations -0.40
## 250             affection  1.00
## 251          affectionate  0.50
## 252            affiliated  0.25
## 253              affinity  0.80
## 254                affirm  0.50
## 255           affirmation  0.50
## 256           affirmative  0.50
## 257         affirmatively  0.80
## 258               afflict -0.50
## 259             afflicted -0.50
## 260            affliction -0.75
## 261            afflictive -1.00
## 262             affluence  0.50
## 263              affluent  0.50
## 264                afford  0.50
## 265            affordable  0.80
## 266            affordably  0.80
## 267               affront -0.75
## 268             affronted -1.00
## 269            aficionado  0.80
## 270                afraid -0.75
## 271             aftermath -0.50
## 272            aftertaste -0.40
## 273               ageless  0.60
## 274             aggravate -0.50
## 275            aggravated -0.75
## 276            aggravates -1.00
## 277           aggravating -0.75
## 278           aggravation -0.50
## 279            aggression -0.75
## 280           aggressions -1.00
## 281            aggressive -1.00
## 282          aggressively -1.00
## 283        aggressiveness -1.00
## 284             aggressor -0.50
## 285             aggrieved -0.50
## 286                aghast -1.00
## 287                 agile  0.75
## 288               agilely  0.80
## 289               agility  0.75
## 290              agitated -0.50
## 291             agitation -1.00
## 292                 aglow  0.80
## 293                  agog -0.25
## 294               agonies -1.00
## 295               agonise -1.00
## 296              agonises -1.00
## 297               agonize -0.50
## 298              agonized -1.00
## 299              agonizes -1.00
## 300             agonizing -1.00
## 301           agonizingly -1.00
## 302                 agony -0.50
## 303                 agree  0.50
## 304             agreeable  0.75
## 305         agreeableness  1.00
## 306             agreeably  1.00
## 307                agreed  0.50
## 308              agreeing  1.00
## 309             agreement  0.50
## 310                agrees  0.50
## 311               aground -0.50
## 312                 ahead  0.80
## 313                   aid  1.00
## 314                aiding  0.10
## 315                   ail -0.50
## 316                ailing -0.50
## 317               ailment -1.00
## 318               aimless -0.50
## 319                 alarm -0.75
## 320               alarmed -0.75
## 321              alarming -0.75
## 322            alarmingly -0.60
## 323              alarmist -0.60
## 324             alarmists -0.60
## 325                  alas -0.40
## 326            alcoholism -1.00
## 327                 alert -0.25
## 328             alertness  0.60
## 329                 alien -0.60
## 330              alienate -0.50
## 331             alienated -0.75
## 332            alienating -1.00
## 333            alienation -0.75
## 334          alimentation  0.60
## 335               alimony -0.40
## 336                 alive  0.50
## 337                 allay  0.60
## 338            allegation -0.50
## 339           allegations -0.80
## 340                allege -0.50
## 341               alleges -0.60
## 342            allegiance  0.50
## 343              allergic -0.50
## 344             allergies -0.50
## 345               allergy -1.00
## 346             alleviate  1.00
## 347           alleviation  1.00
## 348                allied  1.00
## 349                allies  0.25
## 350                 allow  0.25
## 351             allowable  0.80
## 352                allure  0.80
## 353              alluring  0.50
## 354            alluringly  0.80
## 355                  ally  0.80
## 356              almighty  1.00
## 357                 aloha  0.40
## 358                 alone -0.60
## 359                 aloof -0.50
## 360                 alter -0.25
## 361           altercation -0.75
## 362            altruistic  1.00
## 363        altruistically  1.00
## 364                 amaze  0.50
## 365                amazed  0.50
## 366             amazement  0.80
## 367                amazes  0.50
## 368               amazing  0.50
## 369             amazingly  0.50
## 370             ambiguous -0.50
## 371              ambition  0.60
## 372             ambitions -0.25
## 373             ambitious  0.50
## 374           ambitiously  0.80
## 375           ambivalence -0.25
## 376            ambivalent -0.50
## 377              ambrosia  0.40
## 378                ambush -0.50
## 379            ameliorate  0.50
## 380                  amen  0.60
## 381              amenable  0.50
## 382                 amend  0.80
## 383                amends  0.80
## 384               amenity  0.25
## 385            amiability  1.00
## 386               amiable  0.50
## 387               amiably  0.80
## 388           amicability  1.00
## 389              amicable  0.50
## 390              amicably  1.00
## 391                 amiss -1.00
## 392                 amity -0.40
## 393               amnesia -0.60
## 394               amnesty  1.00
## 395                 amour  0.80
## 396          amphetamines -0.40
## 397                 ample  1.00
## 398                 amply  1.00
## 399              amputate -1.00
## 400             amputated -1.00
## 401                 amuse  0.75
## 402                amused  0.50
## 403             amusement  0.50
## 404            amusements  0.25
## 405               amusing  0.50
## 406             amusingly  0.80
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## 1089              bouquet  0.80
## 1090                 bout -0.60
## 1091                bouts -0.60
## 1092                bowed -0.25
## 1093               bowels -0.40
## 1094                  boy  0.25
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## 1097           boycotting -0.80
## 1098             boycotts -0.80
## 1099               boyish  0.60
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## 1104              bragger -0.80
## 1105            brainiest  0.60
## 1106            brainless -0.50
## 1107               brains  0.60
## 1108          brainstorms  0.60
## 1109            brainwash -1.00
## 1110         brainwashing -1.00
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## 1112          brandishing -0.60
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## 1114              brashly -1.00
## 1115            brashness -1.00
## 1116                 brat -1.00
## 1117               bratty -1.00
## 1118              bravado -0.50
## 1119                brave  0.50
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## 1121              bravery  0.50
## 1122                bravo  1.00
## 1123                brawl -0.50
## 1124               brazen -0.50
## 1125             brazenly -0.25
## 1126           brazenness -0.25
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## 1129            breakdown -0.75
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## 1135        breakthroughs  0.80
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## 1144                bride  0.60
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## 1159          brilliantly  1.00
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## 1164              brittle -0.60
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## 1189            brutality -0.75
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## 1196                buddy  1.00
## 1197                budge -0.40
## 1198                  bug -0.50
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## 1200                build  0.10
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## 1204          bulletproof  0.50
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## 1206              bullies -1.00
## 1207              bullish -0.80
## 1208             bullshit -0.50
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## 1213                bumpy -0.50
## 1214               bungle -0.80
## 1215              bungler -0.80
## 1216             bungling -0.80
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## 1218              buoyant  0.50
## 1219               burden -0.75
## 1220             burdened -1.00
## 1221            burdening -1.00
## 1222              burdens -0.50
## 1223           burdensome -0.50
## 1224            burgeoned  0.40
## 1225              burglar -1.00
## 1226             burglary -1.00
## 1227               burial -0.50
## 1228               buried -0.60
## 1229                 burn -0.40
## 1230               burned -0.60
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## 1232                burns -0.40
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## 1235              burying -0.25
## 1236                 bust -0.25
## 1237               busted -0.80
## 1238                busts -0.25
## 1239              butcher -0.50
## 1240             butchery -0.80
## 1241               butler  0.40
## 1242                 butt -0.25
## 1243              buttery  0.60
## 1244              butting -0.60
## 1245                buxom  0.25
## 1246                 buzz  0.25
## 1247            cacophony -0.25
## 1248                  cad -0.40
## 1249              cadaver -0.60
## 1250                 cage -0.60
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## 1253                caked -0.25
## 1254           calamities -1.00
## 1255           calamitous -1.00
## 1256         calamitously -1.00
## 1257             calamity -1.00
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## 1259          calculation  0.25
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## 1262            calloused -0.80
## 1263                 calm  0.75
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## 1265              calming  0.50
## 1266             calmness  1.00
## 1267                calms  1.00
## 1268               cameos  0.40
## 1269          campaigning -0.25
## 1270              camping  0.10
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## 1273            cancelled -0.80
## 1274           cancelling -0.80
## 1275              cancels -0.80
## 1276               cancer -0.75
## 1277            cancerous -1.00
## 1278               candid  0.60
## 1279            candidate  0.25
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## 1281            candlelit  0.60
## 1282               canker -1.00
## 1283             cannibal -0.50
## 1284          cannibalism -1.00
## 1285    cannibalistically -1.00
## 1286          cannibalize -1.00
## 1287               cannon -0.40
## 1288                canon -0.25
## 1289         capabilities  0.25
## 1290           capability  0.60
## 1291              capable  0.50
## 1292              capably  1.00
## 1293           capitulate -0.60
## 1294           capricious -0.40
## 1295         capriciously -0.40
## 1296       capriciousness -0.40
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## 1298           captivated  0.40
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## 1300              captive -0.50
## 1301             captives -0.60
## 1302            captivity -0.60
## 1303               captor -0.50
## 1304              captors -0.60
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## 1306              carcass -1.00
## 1307                 care  1.00
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## 1313         carelessness -0.50
## 1314                cares  1.00
## 1315               caress  0.80
## 1316            caressing  0.80
## 1317            caretaker  0.10
## 1318           caricature -0.75
## 1319              carnage -0.75
## 1320               carnal -0.40
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## 1322               cartel -0.25
## 1323            cartridge -0.25
## 1324                 cash  0.40
## 1325             cashback  0.80
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## 1327               casket -0.25
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## 1331            cataclysm -1.00
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## 1355          celebrating  0.75
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## 1374              chagrin -0.75
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## 1385              chaotic -0.75
## 1386              chapped -1.00
## 1387              charade -0.25
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## 1389             charisma  1.00
## 1390          charismatic  1.00
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## 1392              charity  0.80
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## 1395           charmingly  1.00
## 1396            charmless -0.60
## 1397               chaste  1.00
## 1398              chasten -0.40
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## 1403           chastising -1.00
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## 1409                cheap -0.50
## 1410              cheapen -0.80
## 1411              cheaply -0.40
## 1412                cheat -0.75
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## 1415             cheaters -0.50
## 1416             cheating -1.00
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## 1418            checklist  0.10
## 1419                cheer  0.75
## 1420              cheered  0.80
## 1421             cheerful  0.75
## 1422           cheerfully  1.00
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## 1442             chilling -0.40
## 1443               chilly -0.50
## 1444              chintzy -0.80
## 1445           chivalrous  0.80
## 1446           chloroform -0.60
## 1447            chocolate  0.60
## 1448           chocolates  0.60
## 1449               choice  0.40
## 1450                choir  0.40
## 1451                choke -0.75
## 1452               choked -1.00
## 1453               chokes -1.00
## 1454              choking -0.50
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## 1459               choral  0.40
## 1460                chore -0.50
## 1461               chorus  0.25
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## 1463              chronic -0.50
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## 1471             civility  0.75
## 1472         civilization  0.60
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## 1485              clarify  0.80
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## 1487                clash -0.75
## 1488              clashes -0.80
## 1489             clashing -1.00
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## 1492            classical  0.60
## 1493             classics  0.80
## 1494             classify  0.40
## 1495               classy  0.75
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## 1500             cleanest  0.80
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## 1502          cleanliness  0.50
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## 1505              cleanse  0.80
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## 1509             clearcut  0.80
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## 1511              clearer  0.80
## 1512              clearly  0.50
## 1513            clearness  0.80
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## 1515             clerical -0.25
## 1516               clever  0.75
## 1517            cleverest  0.80
## 1518             cleverly  0.80
## 1519           cleverness  0.80
## 1520               cliche -0.50
## 1521              cliched -0.50
## 1522               climax  0.80
## 1523                cling -0.40
## 1524               clingy -1.00
## 1525               clique -0.50
## 1526                clods -0.40
## 1527                 clog -0.60
## 1528              clogged -0.50
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## 1530              clomped -0.60
## 1531            closeness  0.25
## 1532                 clot -0.40
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## 1534             clotting -0.40
## 1535                cloud -0.25
## 1536              clouded -0.50
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## 1547               clunky -0.40
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## 1551                coast  0.60
## 1552              cocaine -0.25
## 1553                 cock -0.25
## 1554           cocksucker -1.00
## 1555          cocksuckers -1.00
## 1556                cocky -0.75
## 1557              coddled -0.25
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## 1560              coerced -1.00
## 1561             coercion -0.50
## 1562             coercive -1.00
## 1563              coexist  0.80
## 1564               coffin -0.60
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## 1571             cohesive  0.50
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## 1574             coldness -0.50
## 1575                colic -0.25
## 1576             collapse -0.75
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## 1578            collapses -0.80
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## 1585            collision -0.50
## 1586           collisions -0.25
## 1587              collude -0.60
## 1588             colluded -0.60
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## 1593                 coma -1.00
## 1594             comatose -1.00
## 1595               combat -0.50
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## 1597            combative -0.50
## 1598              combats -0.60
## 1599              combust -0.60
## 1600               comedy  0.50
## 1601               comely  0.60
## 1602              comfort  0.75
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## 1604          comfortably  1.00
## 1605           comforting  0.50
## 1606             comforts  1.00
## 1607                comfy  1.00
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## 1609          commemorate  0.80
## 1610        commemoration  0.80
## 1611        commemorative  0.80
## 1612         commencement  0.60
## 1613              commend  0.75
## 1614          commendable  0.50
## 1615          commendably  1.00
## 1616            commended  1.00
## 1617          commentator  0.25
## 1618          commiserate -0.25
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## 1620           commitment  0.50
## 1621              commits -0.25
## 1622            committal -0.25
## 1623            committed  0.50
## 1624           committing  0.10
## 1625           commodious  1.00
## 1626          commonplace  0.40
## 1627            commotion -0.50
## 1628           commotions -0.60
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## 1630          communicate  0.60
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## 1633            communism -0.25
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## 1635            community  0.60
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## 1640        companionship  1.00
## 1641     compartmentalize -0.25
## 1642           compassion  0.75
## 1643        compassionate  0.75
## 1644        compatibility  0.60
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## 1647           compelling  0.60
## 1648           compensate  0.60
## 1649         compensatory  0.40
## 1650              compete  0.40
## 1651           competence  0.80
## 1652           competency  0.80
## 1653            competent  0.50
## 1654          competition -0.25
## 1655          competitive  0.50
## 1656           complacent -0.50
## 1657             complain -0.75
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## 1659          complaining -1.00
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## 1661            complaint -0.75
## 1662           complaints -1.00
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## 1666          complements  1.00
## 1667           completely  0.40
## 1668         completeness  1.00
## 1669           completing  0.80
## 1670           completion  0.80
## 1671              complex  0.25
## 1672           complexity  0.25
## 1673           compliance  0.10
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## 1675           complicate -0.40
## 1676          complicated -0.50
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## 1681          compliments  0.25
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## 1683             composed  0.80
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## 1685            composure  0.80
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## 1687           comprehend  0.80
## 1688        comprehensive  0.75
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## 1691          compromises -0.25
## 1692           compulsion -0.50
## 1693           compulsive -0.80
## 1694           compulsory -0.40
## 1695              comrade  1.00
## 1696                  con -0.25
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## 1702              conceit -0.50
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## 1704            conceived  0.60
## 1705              concept  0.40
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## 1714         conciliating  0.60
## 1715         conciliation  0.60
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## 1720          concordance  0.80
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## 1722            concusses -0.80
## 1723           concussion -1.00
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## 1726         condemnation -0.75
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## 1740           confession -0.75
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## 1999             cravenly -1.00
## 2000                craze -0.25
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## 2012             creature -0.25
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## 2014           credential  0.40
## 2015          credibility  1.00
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## 2017               credit  0.40
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## 2019             credited  0.40
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## 5717           jubilation  1.00
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## 8256              roomier  0.80
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## 8336               salute  0.25
## 8337            salvation  1.00
## 8338                salve  0.60
## 8339             sameness -0.25
## 8340             sanctify  0.60
## 8341        sanctimonious -0.25
## 8342             sanction -0.25
## 8343          sanctioning -0.25
## 8344            sanctuary  1.00
## 8345                 sane  0.60
## 8346             sanguine  0.60
## 8347             sanitary  0.60
## 8348              sarcasm -0.50
## 8349            sarcastic -0.50
## 8350        sarcastically -0.60
## 8351             sardonic -0.50
## 8352         sardonically -1.00
## 8353              satanic -1.00
## 8354            satirical -0.25
## 8355             satirize -0.25
## 8356       satisfactorily  0.50
## 8357         satisfactory  0.80
## 8358            satisfied  1.00
## 8359            satisfies  0.50
## 8360              satisfy  1.00
## 8361           satisfying  1.00
## 8362               savage -0.50
## 8363              savaged -1.00
## 8364             savagery -0.75
## 8365              savages -1.00
## 8366                 save  0.50
## 8367                saved  0.80
## 8368                saver  0.80
## 8369                saves  0.80
## 8370               saving  0.80
## 8371              savings  0.50
## 8372               savior  1.00
## 8373                savor  0.50
## 8374             savoring  0.80
## 8375               savory  0.50
## 8376                savvy  0.50
## 8377                 scab -1.00
## 8378                scabs -1.00
## 8379              scalded -1.00
## 8380              scalpel -0.25
## 8381                scaly -0.50
## 8382                 scam -0.50
## 8383                scams -0.50
## 8384              scandal -1.00
## 8385           scandalize -1.00
## 8386          scandalized -1.00
## 8387           scandalous -0.75
## 8388         scandalously -1.00
## 8389             scandals -1.00
## 8390                scant -0.25
## 8391               scanty -0.80
## 8392            scapegoat -1.00
## 8393           scapegoats -0.80
## 8394                 scar -0.50
## 8395               scarce -0.50
## 8396             scarcely -0.50
## 8397             scarcity -0.50
## 8398                scare -0.75
## 8399               scared -0.50
## 8400              scarier -0.50
## 8401             scariest -1.00
## 8402              scarily -1.00
## 8403              scarred -1.00
## 8404                scars -1.00
## 8405                scary -0.50
## 8406             scathing -1.00
## 8407           scathingly -1.00
## 8408            scavenged -0.40
## 8409            scavenger -0.50
## 8410               scenic  0.80
## 8411               scheme -0.10
## 8412               schism -0.60
## 8413        schizophrenia -0.80
## 8414              scholar  0.60
## 8415             scholars  0.60
## 8416          scholarship  0.80
## 8417           scientific  0.40
## 8418            scientist  0.40
## 8419                scoff -0.50
## 8420              scoffed -1.00
## 8421           scoffingly -1.00
## 8422                scold -0.75
## 8423              scolded -1.00
## 8424             scolding -0.75
## 8425           scoldingly -1.00
## 8426            scorching -0.50
## 8427          scorchingly -0.80
## 8428                scorn -0.75
## 8429             scornful -0.50
## 8430           scornfully -1.00
## 8431             scorpion -0.25
## 8432            scoundrel -0.50
## 8433              scourge -0.50
## 8434                scowl -1.00
## 8435              scowled -1.00
## 8436             scowling -1.00
## 8437               scowls -1.00
## 8438             scraggly -0.80
## 8439             scramble -0.25
## 8440            scrambled -0.25
## 8441            scrambles -0.25
## 8442           scrambling -0.25
## 8443                scrap -0.60
## 8444               scrape -0.25
## 8445              scraped -0.60
## 8446              scrapes -0.60
## 8447             scraping -0.60
## 8448              scrappy -0.25
## 8449              scratch -0.60
## 8450            scratched -0.60
## 8451            scratches -0.60
## 8452             scratchy -0.50
## 8453               scream -1.00
## 8454             screamed -0.60
## 8455            screaming -0.50
## 8456              screams -0.60
## 8457              screech -0.50
## 8458            screwball -0.80
## 8459              screwed -0.75
## 8460            screwedup -0.25
## 8461              screwup -0.25
## 8462               screwy -0.25
## 8463          scrumptious  1.00
## 8464           scrutinize -0.60
## 8465             scrutiny -0.60
## 8466                scuff -0.25
## 8467               scuffs -0.25
## 8468             sculpted  0.40
## 8469            sculpture  0.40
## 8470                 scum -0.50
## 8471              scumbag -1.00
## 8472               scummy -1.00
## 8473             scuttled -0.60
## 8474            scuttling -0.60
## 8475             seamless  0.60
## 8476                 sear -0.40
## 8477               seared -0.40
## 8478             seasonal  0.40
## 8479             seasoned  0.25
## 8480            secession -0.25
## 8481             secluded -0.40
## 8482          secondclass -0.25
## 8483           secondhand -0.60
## 8484           secondtier -0.25
## 8485            secretion -0.60
## 8486            secretive -0.50
## 8487                 sect -0.25
## 8488                sects -0.25
## 8489               secure  0.50
## 8490              secured  0.80
## 8491             securely  0.80
## 8492              secures  0.80
## 8493             sedative -0.60
## 8494            sedentary -0.60
## 8495             sedition -0.50
## 8496            seditious -1.00
## 8497               seduce -0.25
## 8498              seduced -0.25
## 8499            seduction -0.25
## 8500                seedy -0.80
## 8501               seeped -0.25
## 8502               seethe -0.50
## 8503             seething -0.60
## 8504            segregate -0.60
## 8505           segregated -0.60
## 8506              seismic -0.40
## 8507                seize -0.50
## 8508               seized -0.60
## 8509              seizure -0.60
## 8510            selective  0.40
## 8511        selfcriticism -0.25
## 8512        selfdefeating -0.25
## 8513      selfdestructive -0.25
## 8514      selfhumiliation -0.25
## 8515         selfinterest -0.25
## 8516       selfinterested -0.25
## 8517              selfish -1.00
## 8518            selfishly -0.50
## 8519          selfishness -1.00
## 8520             selfless  0.25
## 8521          selfrespect  1.00
## 8522     selfsatisfaction  1.00
## 8523          selfserving -0.25
## 8524      selfsufficiency  1.00
## 8525       selfsufficient  1.00
## 8526            semblance -0.25
## 8527               senile -0.50
## 8528            seniority  0.10
## 8529            sensation  0.60
## 8530          sensational  0.50
## 8531     sensationalistic  0.60
## 8532       sensationalize -0.25
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## 8534           sensations  0.50
## 8535            senseless -0.50
## 8536          senselessly -1.00
## 8537          sensibility  0.80
## 8538             sensible  0.80
## 8539             sensibly  0.50
## 8540            sensitive  0.25
## 8541              sensual  0.80
## 8542           sensuality  0.80
## 8543             sensuous  0.80
## 8544            sentenced -0.25
## 8545           sentencing -0.25
## 8546          sentimental  0.40
## 8547       sentimentality  0.40
## 8548           separation -0.40
## 8549           separatist -0.40
## 8550               sepsis -0.25
## 8551               septic -0.40
## 8552           sequesters -0.25
## 8553        sequestration -0.25
## 8554           serenading  0.60
## 8555               serene  1.00
## 8556             serenity  0.50
## 8557          seriousness -0.25
## 8558               sermon  0.10
## 8559            sermonize -0.25
## 8560              serpent -0.25
## 8561             serrated -0.40
## 8562                serum -0.40
## 8563              servile -0.60
## 8564            servitude -0.75
## 8565              setback -0.50
## 8566             setbacks -0.80
## 8567                sever -0.50
## 8568               severe -0.75
## 8569             severity -0.60
## 8570               sewage -0.60
## 8571                  sex  0.10
## 8572               sexist -1.00
## 8573             sexually  0.25
## 8574                 sexy  0.75
## 8575            shabbiest -1.00
## 8576               shabby -0.50
## 8577              shackle -0.60
## 8578              shadowy -1.00
## 8579                shady -0.50
## 8580                shaky -1.00
## 8581                 sham -0.50
## 8582             shambles -0.75
## 8583            shambling -1.00
## 8584                shame -0.75
## 8585               shamed -0.80
## 8586             shameful -1.00
## 8587           shamefully -1.00
## 8588         shamefulness -1.00
## 8589            shameless -0.50
## 8590          shamelessly -0.40
## 8591        shamelessness -0.40
## 8592              shapely  0.80
## 8593               shards -0.25
## 8594                share  0.50
## 8595               shared  0.80
## 8596               shares  0.10
## 8597               sharks -0.40
## 8598              sharply -0.25
## 8599                 shat -0.60
## 8600              shatter -0.50
## 8601            shattered -0.50
## 8602           shattering -0.80
## 8603              shelter  0.40
## 8604             shepherd  0.25
## 8605            shiftless -0.60
## 8606              shimmer  0.25
## 8607           shimmering  0.60
## 8608         shimmeringly  0.60
## 8609                shine  0.50
## 8610              shinier  0.60
## 8611              shining  0.60
## 8612                shiny  0.60
## 8613            shipwreck -0.50
## 8614                 shit -0.75
## 8615              shitbag -1.00
## 8616             shitbags -1.00
## 8617             shithead -1.00
## 8618             shithole -1.00
## 8619             shitless -1.00
## 8620             shitload -0.80
## 8621             shitting -0.80
## 8622               shitty -0.75
## 8623               shiver -0.50
## 8624              shivers -0.60
## 8625                shock -0.75
## 8626              shocked -0.50
## 8627             shocking -0.75
## 8628           shockingly -0.40
## 8629               shocks -0.40
## 8630               shoddy -0.50
## 8631                shoot -0.50
## 8632             shooting -0.60
## 8633          shoplifting -0.80
## 8634             shopping  0.40
## 8635             shortage -0.75
## 8636            shortages -1.00
## 8637          shortchange -0.25
## 8638          shortcoming -0.50
## 8639         shortcomings -1.00
## 8640           shortlived -0.25
## 8641         shortsighted -1.00
## 8642     shortsightedness -1.00
## 8643                 shot -0.40
## 8644              shotgun -0.40
## 8645           shotgunned -0.40
## 8646                shove -0.50
## 8647              shoving -0.60
## 8648             showdown -0.40
## 8649                showy -0.25
## 8650                shrew -0.75
## 8651               shrewd -0.40
## 8652               shriek -0.50
## 8653               shrill -0.75
## 8654              shrilly -0.80
## 8655              shrivel -0.60
## 8656               shroud -0.40
## 8657             shrouded -0.40
## 8658                shrug -0.25
## 8659               shrunk -0.50
## 8660              shudder -0.50
## 8661           shuddering -1.00
## 8662                 shun -0.50
## 8663              shunned -1.00
## 8664           shuttering -0.60
## 8665                  shy -0.40
## 8666               shyest -0.40
## 8667                 sick -0.75
## 8668               sicken -0.80
## 8669             sickened -0.80
## 8670            sickening -0.75
## 8671          sickeningly -1.00
## 8672               sickly -0.50
## 8673             sickness -0.75
## 8674              sidearm -0.25
## 8675             sidelong -0.25
## 8676            sidetrack -0.60
## 8677          sidetracked -0.60
## 8678                siege -0.60
## 8679                 sigh -0.40
## 8680         significance  0.50
## 8681          significant  0.50
## 8682            silencing -0.50
## 8683                 silk  0.60
## 8684            silliness  0.40
## 8685                silly -0.25
## 8686                silty -0.25
## 8687              simpler  0.40
## 8688             simplest  0.40
## 8689           simplified  0.40
## 8690           simplifies  0.40
## 8691             simplify  0.25
## 8692          simplifying  0.40
## 8693           simplistic  0.40
## 8694       simplistically  0.40
## 8695                  sin -0.75
## 8696              sincere  0.75
## 8697            sincerely  0.50
## 8698            sincerest  1.00
## 8699            sincerity  1.00
## 8700               sinful -0.75
## 8701             sinfully -1.00
## 8702                 sing  0.60
## 8703             sinister -0.75
## 8704           sinisterly -1.00
## 8705                 sink -0.25
## 8706            sinkholes -0.60
## 8707              sinking -0.25
## 8708               sinner -0.50
## 8709              sinning -1.00
## 8710                  sir  0.25
## 8711                siren -0.25
## 8712                sissy -0.40
## 8713           sisterhood  0.50
## 8714              sizable  0.25
## 8715            skeletons -0.10
## 8716              skeptic -0.50
## 8717            skeptical -0.75
## 8718          skeptically -0.80
## 8719           skepticism -0.25
## 8720             skeptics -0.60
## 8721              sketchy -0.75
## 8722               skewed -0.80
## 8723                 skid -0.60
## 8724              skidded -0.25
## 8725             skidding -0.25
## 8726                skill  0.80
## 8727              skilled  0.50
## 8728             skillful  0.50
## 8729           skillfully  1.00
## 8730               skimpy -0.60
## 8731             skirmish -0.80
## 8732             skittish -0.80
## 8733           skittishly -0.80
## 8734                skulk -1.00
## 8735              skulked -1.00
## 8736             skulking -1.00
## 8737               skulls -0.40
## 8738          skyrocketed  0.40
## 8739              slabbed -0.25
## 8740                 slam -0.75
## 8741             slamming -0.40
## 8742              slander -0.50
## 8743            slanderer -1.00
## 8744           slanderous -0.50
## 8745         slanderously -1.00
## 8746             slanders -1.00
## 8747                 slap -0.50
## 8748                slash -0.40
## 8749              slashed -0.50
## 8750              slashes -0.40
## 8751             slashing -0.50
## 8752            slaughter -0.75
## 8753          slaughtered -1.00
## 8754       slaughterhouse -0.80
## 8755         slaughtering -1.00
## 8756                slave -0.75
## 8757              slavery -0.75
## 8758               slaves -1.00
## 8759                 slay -0.80
## 8760               slayer -0.80
## 8761            sleazebag -1.00
## 8762               sleazy -0.50
## 8763                sleek  0.50
## 8764            sleepless -1.00
## 8765        sleeplessness -1.00
## 8766                sleet -0.60
## 8767              slender  0.60
## 8768                slick  0.25
## 8769                 slim  0.60
## 8770                slime -0.60
## 8771             slimebag -1.00
## 8772                slimy -0.80
## 8773                slink -0.40
## 8774                 slip -0.25
## 8775            slithered -0.60
## 8776                 slog -0.40
## 8777              slogged -0.40
## 8778             slogging -0.40
## 8779                slogs -0.50
## 8780                 slop -0.80
## 8781             sloppily -1.00
## 8782           sloppiness -1.00
## 8783               sloppy -0.50
## 8784              sloshes -0.25
## 8785                sloth -0.50
## 8786             slothful -0.80
## 8787               slouch -0.60
## 8788            slouching -0.60
## 8789                 slow -0.25
## 8790               slowed -0.25
## 8791               slower -0.25
## 8792              slowest -0.25
## 8793               slowly -0.25
## 8794           slowmoving -0.25
## 8795             slowness -0.25
## 8796               sludge -0.50
## 8797                 slug -0.75
## 8798             sluggish -0.75
## 8799                 slum -1.00
## 8800                slump -0.50
## 8801             slumping -0.80
## 8802            slumpping -0.60
## 8803                slunk -0.60
## 8804                 slur -0.50
## 8805               slurps -0.25
## 8806                slush -0.40
## 8807                 slut -1.00
## 8808                sluts -0.75
## 8809                  sly -0.50
## 8810                smack -0.50
## 8811             smacking -0.60
## 8812             smallish -0.25
## 8813                smart  0.50
## 8814              smarter  0.50
## 8815             smartest  0.50
## 8816              smartly  0.80
## 8817                smash -0.75
## 8818              smashed -0.60
## 8819           smattering -0.25
## 8820                smear -0.50
## 8821                smell -0.25
## 8822              smelled -0.25
## 8823             smelling -0.25
## 8824               smells -0.25
## 8825               smelly -1.00
## 8826                smile  0.75
## 8827               smiled  0.80
## 8828               smiles  0.50
## 8829              smiling  0.75
## 8830            smilingly  0.80
## 8831                smirk -0.40
## 8832             smirking -0.40
## 8833                smite -0.80
## 8834          smithereens -0.25
## 8835              smitten  0.75
## 8836                 smog -0.80
## 8837                smoke -0.25
## 8838               smoker -0.25
## 8839          smokescreen -0.25
## 8840              smolder -0.25
## 8841           smoldering -0.25
## 8842             smolders -0.25
## 8843               smooth  0.60
## 8844             smoother  0.60
## 8845             smoothes  0.60
## 8846            smoothest  0.60
## 8847             smoothly  0.60
## 8848           smoothness  0.60
## 8849              smother -0.50
## 8850           smothering -0.25
## 8851               smudge -0.75
## 8852              smudged -0.50
## 8853              smudges -0.60
## 8854             smudging -0.60
## 8855                 smug -0.75
## 8856              smuggle -0.80
## 8857             smuggler -0.80
## 8858            smuggling -0.80
## 8859               smugly -1.00
## 8860                 smut -0.50
## 8861             smuttier -1.00
## 8862            smuttiest -1.00
## 8863               smutty -1.00
## 8864                snack  0.40
## 8865               snacks  0.40
## 8866                 snag -0.50
## 8867              snagged -0.25
## 8868             snagging -0.25
## 8869                snags -0.50
## 8870                snake -0.25
## 8871            snakebite -1.00
## 8872                snare -0.50
## 8873               snarky -0.60
## 8874                snarl -0.75
## 8875              snarled -1.00
## 8876             snarling -0.50
## 8877             snatched -0.80
## 8878               snazzy  0.80
## 8879                sneak -0.50
## 8880             sneakily -0.40
## 8881             sneaking -0.50
## 8882               sneaks -0.40
## 8883               sneaky -0.50
## 8884                sneer -0.75
## 8885             sneering -1.00
## 8886           sneeringly -1.00
## 8887              snicker -0.80
## 8888                snide -1.00
## 8889              sniffle -0.60
## 8890               snitch -1.00
## 8891                 snob -0.50
## 8892             snobbish -0.50
## 8893               snobby -1.00
## 8894                snobs -1.00
## 8895               snooty -1.00
## 8896               snores -0.10
## 8897                 snub -0.50
## 8898              snubbed -1.00
## 8899             snubbing -1.00
## 8900                snubs -1.00
## 8901             snuggled  0.80
## 8902                  sob -0.50
## 8903               sobbed -1.00
## 8904              sobbing -1.00
## 8905             sobering -0.25
## 8906                 sobs -0.80
## 8907             sociable  0.50
## 8908            socialist -0.25
## 8909            sociopath -1.00
## 8910                 soft  0.60
## 8911             softened  0.60
## 8912              softens  0.60
## 8913               softer  0.60
## 8914          softhearted  0.80
## 8915                soggy -0.25
## 8916               soiled -0.80
## 8917               solace  0.50
## 8918               solemn -0.25
## 8919           soliciting -0.60
## 8920           solicitous  0.50
## 8921         solicitously -0.80
## 8922           solicitude  0.25
## 8923                solid  0.25
## 8924           solidarity  0.50
## 8925          solidifying  0.25
## 8926             solution  0.50
## 8927            solutions  0.50
## 8928                solve  0.80
## 8929               solved  0.80
## 8930             solvency  0.25
## 8931               solves  0.80
## 8932              solving  0.80
## 8933               somber -0.25
## 8934                sonar -0.25
## 8935          sonofabitch -1.00
## 8936             sonorous -0.25
## 8937                 soot -0.10
## 8938               soothe  0.25
## 8939              soothed  0.50
## 8940             soothing  0.75
## 8941           soothingly  1.00
## 8942        sophisticated  0.75
## 8943              sorcery -0.25
## 8944               sordid -0.60
## 8945                 sore -1.00
## 8946               sorely -0.50
## 8947             soreness -0.50
## 8948               sorrow -1.00
## 8949            sorrowful -0.75
## 8950          sorrowfully -1.00
## 8951                sorry -0.50
## 8952               sortie -0.25
## 8953              soulful  1.00
## 8954             soulless -0.50
## 8955             soulmate  0.25
## 8956              soundly  0.25
## 8957            soundness  0.50
## 8958                 sour -0.50
## 8959               sourly -0.80
## 8960                  spa  0.40
## 8961             spacious  0.50
## 8962                spank -0.50
## 8963                spark  0.10
## 8964             sparking  0.60
## 8965             sparkles  0.80
## 8966            sparkling  0.50
## 8967                spasm -1.00
## 8968                 spat -0.50
## 8969           spattering -0.60
## 8970                spear -0.40
## 8971              special  0.80
## 8972           specialize  0.25
## 8973            specifics  0.25
## 8974              specify  0.25
## 8975            spectacle  0.40
## 8976          spectacular  0.80
## 8977        spectacularly  1.00
## 8978            speculate -0.25
## 8979          speculation -0.25
## 8980               speech  0.25
## 8981             speedily  0.40
## 8982               speedy  0.50
## 8983            spellbind  0.60
## 8984         spellbinding  0.50
## 8985       spellbindingly  0.60
## 8986           spellbound  0.50
## 8987                spent -0.25
## 8988                 spew -0.60
## 8989               spewed -0.60
## 8990              spewing -0.60
## 8991                spews -0.50
## 8992             spilling -0.40
## 8993              spindly -0.80
## 8994            spineless -1.00
## 8995             spinster -0.50
## 8996               spirit  0.50
## 8997             spirited  0.50
## 8998           spiritless -0.50
## 8999              spirits  0.25
## 9000            spiritual  0.10
## 9001                spite -0.50
## 9002             spiteful -0.75
## 9003           spitefully -1.00
## 9004         spitefulness -1.00
## 9005             splatter -0.60
## 9006             splendid  1.00
## 9007           splendidly  0.80
## 9008             splendor  0.50
## 9009             splinter -0.50
## 9010          splintering -0.80
## 9011                split -0.50
## 9012            splitting -0.50
## 9013                spoil -0.50
## 9014             spoilage -1.00
## 9015            spoilages -1.00
## 9016              spoiled -0.60
## 9017              spoiler -0.80
## 9018               spoils -1.00
## 9019               spongy -0.25
## 9020              sponsor  0.60
## 9021          spontaneous  0.50
## 9022                spook -0.50
## 9023             spookier -0.80
## 9024            spookiest -0.80
## 9025             spookily -0.80
## 9026               spooky -0.50
## 9027             spoonfed -0.25
## 9028            spoonfeed -0.25
## 9029             sporadic -0.50
## 9030               spores -0.25
## 9031               sporty  0.60
## 9032             spotless  0.50
## 9033               spotty -0.60
## 9034               spouse  0.60
## 9035               sprain -0.80
## 9036              sprains -0.80
## 9037               sprang -0.25
## 9038                spree  0.25
## 9039            sprightly  0.50
## 9040              springy  0.60
## 9041            sprouting  0.10
## 9042                 spry  0.80
## 9043             spurious -0.50
## 9044                spurn -1.00
## 9045              sputter -0.25
## 9046           sputtering -0.25
## 9047             squabble -1.00
## 9048           squabbling -1.00
## 9049               squall -1.00
## 9050             squander -1.00
## 9051             squashed -0.60
## 9052             squatter -0.60
## 9053              squeaky -0.25
## 9054               squeal -0.25
## 9055            squealing -0.25
## 9056              squeals -0.25
## 9057            squeamish -0.80
## 9058              squelch -0.40
## 9059            squelched -0.50
## 9060               squint -0.40
## 9061               squirm -0.75
## 9062              squishy -0.25
## 9063                 stab -1.00
## 9064              stabbed -0.50
## 9065             stabbing -1.00
## 9066            stability  0.50
## 9067            stabilize  0.80
## 9068               stable  1.00
## 9069                stabs -1.00
## 9070             staccato -0.40
## 9071            staggered -0.60
## 9072           staggering -0.60
## 9073         staggeringly -0.60
## 9074             staggers -0.60
## 9075             stagnant -0.50
## 9076             stagnate -0.80
## 9077           stagnation -0.80
## 9078                staid -0.25
## 9079                stain -0.50
## 9080            stainless  0.50
## 9081               stains -0.80
## 9082                stale -0.50
## 9083            stalemate -0.25
## 9084                stalk -0.80
## 9085              stalked -0.80
## 9086              stalker -1.00
## 9087             stalkers -1.00
## 9088             stalking -0.80
## 9089                stall -0.50
## 9090              stalled -0.40
## 9091             stalling -0.40
## 9092               stalls -0.40
## 9093             stalwart  0.80
## 9094              stamina  0.75
## 9095              stammer -0.60
## 9096           stammering -0.60
## 9097             stampede -0.75
## 9098            stanching -0.25
## 9099             standoff -0.80
## 9100             standout  0.60
## 9101           standstill -0.50
## 9102                 star  0.60
## 9103              staring -0.25
## 9104                stark -0.50
## 9105              starkly -0.40
## 9106            starlight  0.60
## 9107               starry  0.50
## 9108              startle -0.50
## 9109             startled -0.60
## 9110            startling -0.25
## 9111          startlingly -0.50
## 9112           starvation -0.75
## 9113               starve -0.50
## 9114              starved -0.50
## 9115              starves -0.80
## 9116             starving -0.50
## 9117              stately  0.75
## 9118        stateoftheart  0.80
## 9119            statewide -0.25
## 9120               static -0.25
## 9121              staunch  0.50
## 9122            steadfast  0.75
## 9123          steadfastly  0.80
## 9124        steadfastness  1.00
## 9125            steadiest  0.60
## 9126           steadiness  0.60
## 9127               steady  0.60
## 9128                steal -0.75
## 9129             stealing -0.75
## 9130               steals -0.50
## 9131              stealth -0.25
## 9132             stealthy -0.40
## 9133                steep -0.25
## 9134              stellar  0.50
## 9135               stench -1.00
## 9136           stereotype -0.75
## 9137          stereotyped -0.50
## 9138        stereotypical -0.60
## 9139      stereotypically -0.60
## 9140              sterile -0.40
## 9141            sterility -0.80
## 9142                stern -0.75
## 9143              sternly -0.60
## 9144          stethoscope -0.25
## 9145               sticky -0.25
## 9146                stiff -0.25
## 9147              stiffen -0.60
## 9148            stiffened -0.60
## 9149            stiffness -0.25
## 9150               stifle -0.50
## 9151              stifled -0.75
## 9152             stifling -0.50
## 9153           stiflingly -1.00
## 9154               stigma -0.50
## 9155           stigmatize -1.00
## 9156          stillbirths -1.00
## 9157            stillborn -1.00
## 9158            stimulate  0.50
## 9159           stimulated  0.10
## 9160           stimulates  0.50
## 9161          stimulating  0.50
## 9162                sting -0.50
## 9163             stinging -0.50
## 9164               stingy -0.75
## 9165                stink -0.50
## 9166             stinking -0.50
## 9167               stinks -0.80
## 9168               stinky -0.80
## 9169             stitches -0.60
## 9170           stockpiled -0.25
## 9171               stodgy -1.00
## 9172                stole -0.80
## 9173               stolen -0.75
## 9174               stoned -0.60
## 9175               stoner -0.25
## 9176                stony -0.25
## 9177               stooge -0.25
## 9178              stooges -0.25
## 9179                 stop -0.40
## 9180              stopped -0.40
## 9181             stopping -0.40
## 9182                stops -0.40
## 9183                storm -0.25
## 9184              stormed -0.25
## 9185               stormy -0.50
## 9186          storyteller  0.40
## 9187             straggle -0.50
## 9188            straggler -0.80
## 9189             straight  0.60
## 9190           straighten  0.60
## 9191      straightforward  0.50
## 9192  straightforwardness  0.25
## 9193               strain -0.60
## 9194             strained -0.75
## 9195            straining -0.50
## 9196             stranded -1.00
## 9197              strange -0.50
## 9198            strangely -0.50
## 9199             stranger -0.50
## 9200            strangest -0.25
## 9201             strangle -0.50
## 9202            strangled -0.50
## 9203           strangling -1.00
## 9204            strategic  0.60
## 9205           strategist  0.40
## 9206                stray -0.50
## 9207             straying -0.60
## 9208          streamlined  0.60
## 9209             strength  0.50
## 9210           strengthen  0.50
## 9211         strengthened  1.00
## 9212        strengthening  0.50
## 9213          strengthens  1.00
## 9214            strenuous -0.60
## 9215               stress -0.75
## 9216             stresses -1.00
## 9217            stressful -0.50
## 9218          stressfully -1.00
## 9219              strewed -0.40
## 9220             stricken -0.50
## 9221               strict -0.40
## 9222             strictly -0.60
## 9223             strident -0.25
## 9224           stridently -0.25
## 9225               strife -0.50
## 9226               strike -0.75
## 9227             striking  0.50
## 9228           strikingly  0.50
## 9229            stringent -0.60
## 9230          stringently -0.60
## 9231           striptease  0.25
## 9232             striving  1.00
## 9233               stroke -0.25
## 9234             stroking  0.25
## 9235             strolled  0.40
## 9236               strong  0.50
## 9237             stronger  0.50
## 9238            strongest  0.75
## 9239             strongly  0.60
## 9240               struck -0.50
## 9241             struggle -0.75
## 9242            struggled -0.50
## 9243            struggles -0.50
## 9244           struggling -0.50
## 9245                strut -0.50
## 9246              stubbly -0.40
## 9247             stubborn -0.75
## 9248           stubbornly -0.50
## 9249         stubbornness -0.60
## 9250                stuck -0.25
## 9251                 stud  0.60
## 9252                study  0.25
## 9253               stuffy -0.75
## 9254              stumble -0.50
## 9255             stumbled -0.60
## 9256             stumbles -0.50
## 9257              stumped -0.80
## 9258                 stun -0.25
## 9259                stung -1.00
## 9260              stunned -0.25
## 9261             stunning  0.75
## 9262           stunningly  0.80
## 9263              stunted -0.50
## 9264            stupefied -0.60
## 9265              stupefy -0.60
## 9266           stupendous  0.60
## 9267         stupendously  0.60
## 9268               stupid -1.00
## 9269            stupidest -0.50
## 9270            stupidity -0.75
## 9271             stupidly -0.75
## 9272               stupor -0.75
## 9273             sturdier  0.80
## 9274               sturdy  0.50
## 9275              stutter -0.60
## 9276            stuttered -0.60
## 9277           stuttering -0.50
## 9278             stutters -0.60
## 9279                  sty -0.50
## 9280              stylish  0.80
## 9281            stylishly  0.80
## 9282             stylized  0.50
## 9283              stymied -1.00
## 9284                suave  0.50
## 9285              suavely  0.80
## 9286          subdivision -0.25
## 9287               subdue -0.50
## 9288              subdued -0.40
## 9289            subjected -0.50
## 9290           subjection -0.50
## 9291            subjugate -0.25
## 9292          subjugation -0.75
## 9293          sublimation  0.10
## 9294              sublime  0.50
## 9295            sublimely  0.80
## 9296           submissive -0.40
## 9297          subordinate -0.50
## 9298               subpar -0.25
## 9299             subpoena -0.50
## 9300            subpoenas -0.80
## 9301         subservience -0.40
## 9302          subservient -0.40
## 9303           subsidence -0.25
## 9304            subsiding  0.25
## 9305            subsidize -0.25
## 9306           subsidized -0.25
## 9307           subsidizes -0.25
## 9308          subsidizing -0.25
## 9309              subsidy -0.25
## 9310              subsist  0.25
## 9311          substandard -0.50
## 9312          substantial  0.50
## 9313        substantially  0.60
## 9314         substantiate  0.80
## 9315          substantive  0.50
## 9316             subtract -0.50
## 9317           subversion -0.50
## 9318           subversive -0.75
## 9319         subversively -0.25
## 9320              subvert -0.50
## 9321              succeed  0.50
## 9322            succeeded  0.50
## 9323           succeeding  0.75
## 9324             succeeds  1.00
## 9325               succes  0.60
## 9326              success  0.75
## 9327            successes  0.50
## 9328           successful  0.75
## 9329         successfully  1.00
## 9330             succinct  0.80
## 9331              succumb -0.50
## 9332           succumbing -0.60
## 9333                 suck -0.75
## 9334               sucked -0.25
## 9335               sucker -0.50
## 9336               suckle  0.25
## 9337              suckled  0.25
## 9338                sucks -0.50
## 9339                sucky -0.25
## 9340                 sued -0.80
## 9341                 sues -0.80
## 9342               suffer -0.75
## 9343             suffered -1.00
## 9344             sufferer -0.50
## 9345            sufferers -1.00
## 9346            suffering -1.00
## 9347              suffers -0.75
## 9348              suffice  0.50
## 9349             sufficed  0.50
## 9350             suffices  0.50
## 9351          sufficiency  1.00
## 9352           sufficient  1.00
## 9353         sufficiently  1.00
## 9354            suffocate -1.00
## 9355          suffocating -0.50
## 9356          suffocation -1.00
## 9357             suffused  0.25
## 9358            sugarcoat -0.25
## 9359          sugarcoated -0.25
## 9360             suicidal -0.75
## 9361              suicide -0.75
## 9362                suing -0.80
## 9363             suitable  0.50
## 9364                 sulk -1.00
## 9365              sulking -1.00
## 9366                sulky -1.00
## 9367               sullen -1.00
## 9368                sully -0.50
## 9369               sultry  0.40
## 9370               summon -0.25
## 9371              summons -0.25
## 9372            sumptuous  0.80
## 9373          sumptuously  0.80
## 9374        sumptuousness  0.80
## 9375                  sun  0.60
## 9376             sunburns -0.25
## 9377               sundae  0.60
## 9378               sunder -0.25
## 9379                 sunk -0.50
## 9380               sunken -0.60
## 9381               sunlit  0.60
## 9382                sunny  0.60
## 9383              sunrise  0.60
## 9384               sunset  0.60
## 9385              sunsets  0.60
## 9386             sunshine  0.50
## 9387                super  0.75
## 9388               superb  1.00
## 9389             superbly  1.00
## 9390          superficial -0.50
## 9391       superficiality -0.25
## 9392        superficially -0.25
## 9393          superfluous -0.50
## 9394           superhuman  0.50
## 9395             superior  0.75
## 9396          superiority  0.50
## 9397             superman  0.80
## 9398         supernatural -0.40
## 9399            superstar  0.80
## 9400         superstition -0.60
## 9401        superstitious -0.50
## 9402               supple  0.80
## 9403         supplication -0.40
## 9404        supplications -0.25
## 9405              support  0.50
## 9406            supported  0.75
## 9407            supporter  0.75
## 9408           supporters  0.80
## 9409           supporting  0.75
## 9410           supportive  0.75
## 9411             supports  0.50
## 9412             suppress -0.50
## 9413           suppressed -1.00
## 9414          suppression -0.50
## 9415            supremacy  0.25
## 9416              supreme  0.50
## 9417            supremely  0.75
## 9418            surcharge -0.25
## 9419               surety  0.40
## 9420                surly -0.60
## 9421             surmount  0.60
## 9422              surpass  0.40
## 9423           surpassing  0.40
## 9424             surprise  0.60
## 9425              surreal  0.40
## 9426            surreally  0.40
## 9427            surrender -0.50
## 9428         surrendering -0.40
## 9429         surveillance -0.40
## 9430             survival  0.60
## 9431              survive  0.80
## 9432             survived  0.40
## 9433            surviving  0.50
## 9434             survivor  0.50
## 9435          susceptible -0.50
## 9436              suspect -0.75
## 9437            suspected -0.60
## 9438           suspecting -0.50
## 9439             suspects -0.50
## 9440              suspend -0.60
## 9441            suspended -0.60
## 9442           suspension -0.50
## 9443            suspicion -0.75
## 9444           suspicions -0.50
## 9445           suspicious -0.75
## 9446         suspiciously -0.60
## 9447       sustainability  1.00
## 9448          sustainable  1.00
## 9449                 swab -0.40
## 9450                swamp -0.60
## 9451              swamped -0.50
## 9452               swampy -0.60
## 9453                swank  0.40
## 9454             swankier  0.40
## 9455            swankiest  0.40
## 9456               swanky  0.40
## 9457              swarmed -0.40
## 9458             swastika -1.00
## 9459                 swat -0.60
## 9460               swayed -0.40
## 9461                swear -0.10
## 9462             swearing -0.50
## 9463               swears -0.60
## 9464             sweating -0.25
## 9465               sweaty -0.50
## 9466                sweet  0.75
## 9467              sweeten  0.60
## 9468              sweeter  0.80
## 9469           sweetheart  0.50
## 9470              sweetie  1.00
## 9471              sweetly  0.50
## 9472            sweetness  0.75
## 9473               sweets  0.50
## 9474              swelled -0.50
## 9475             swelling -0.75
## 9476                swift  0.75
## 9477              swiftly  0.60
## 9478            swiftness  0.80
## 9479              swindle -0.50
## 9480             swindles -1.00
## 9481            swindling -1.00
## 9482                swine -0.50
## 9483                swipe -0.60
## 9484              swollen -0.50
## 9485             symbolic  0.40
## 9486         symbolically  0.40
## 9487          symmetrical  0.10
## 9488             symmetry  0.10
## 9489          sympathetic  1.00
## 9490             sympathy  0.25
## 9491              symptom -0.50
## 9492             symptoms -0.40
## 9493          synchronize  0.25
## 9494             syndrome -0.50
## 9495               syrupy -0.25
## 9496                taboo -0.50
## 9497             tackiest -0.80
## 9498               tackle -0.25
## 9499                tacky -0.25
## 9500                 tact  0.40
## 9501              tactics -0.25
## 9502                taint -0.50
## 9503              tainted -1.00
## 9504               talent  0.50
## 9505             talented  0.50
## 9506              talents  0.50
## 9507             talisman  0.25
## 9508                 talk  0.40
## 9509               tamper -1.00
## 9510               tangle -0.60
## 9511              tangled -0.75
## 9512              tangles -0.60
## 9513               tanked -0.80
## 9514               tanned  0.50
## 9515              tantrum -1.00
## 9516             tapestry  0.40
## 9517            tardiness -1.00
## 9518                tardy -0.25
## 9519              targets -0.40
## 9520               tariff -0.25
## 9521              tarnish -0.50
## 9522            tarnished -1.00
## 9523            tarnishes -1.00
## 9524           tarnishing -1.00
## 9525                 task -0.25
## 9526             tasteful  0.60
## 9527            tasteless -0.50
## 9528                tasty  1.00
## 9529             tattered -1.00
## 9530                taunt -0.50
## 9531              taunted -1.00
## 9532             taunting -1.00
## 9533           tauntingly -1.00
## 9534               taunts -1.00
## 9535               tawdry -0.80
## 9536                  tax -0.25
## 9537               taxing -0.80
## 9538                teach  0.40
## 9539              teacher  0.25
## 9540            teardrops -0.60
## 9541            tearfully -1.00
## 9542              tearily -1.00
## 9543                tears -0.80
## 9544                teary -0.80
## 9545                tease -0.50
## 9546              teasing -0.80
## 9547           technology  0.10
## 9548              tedious -0.50
## 9549            tediously -1.00
## 9550               tedium -1.00
## 9551                teems -0.25
## 9552             temerity -0.25
## 9553               temper -0.50
## 9554             tempered -0.80
## 9555              tempers -0.40
## 9556              tempest -0.50
## 9557                tempt -0.25
## 9558           temptation -0.50
## 9559             tempting -0.25
## 9560           temptingly -0.25
## 9561              tenable  0.40
## 9562            tenacious  0.50
## 9563          tenaciously  0.80
## 9564             tenacity  0.50
## 9565               tender  0.75
## 9566             tenderly  0.50
## 9567           tenderness  0.80
## 9568             tenement -0.25
## 9569                tense -0.50
## 9570              tension -0.50
## 9571              tenuous -0.80
## 9572            tenuously -0.80
## 9573                tepid -0.25
## 9574             terminal -0.25
## 9575           terminally -0.60
## 9576            terminate -0.80
## 9577          termination -0.80
## 9578              termite -0.25
## 9579             terrible -0.75
## 9580         terribleness -1.00
## 9581             terribly -0.50
## 9582             terrific  0.50
## 9583         terrifically  0.80
## 9584            terrified -1.00
## 9585            terrifies -1.00
## 9586           terrifying -1.00
## 9587               terror -1.00
## 9588            terrorism -0.75
## 9589            terrorist -1.00
## 9590            terrorize -0.75
## 9591           terrorized -1.00
## 9592           terrorizes -1.00
## 9593                terse -0.40
## 9594              testily -1.00
## 9595                testy -1.00
## 9596               tether -0.25
## 9597                thank  0.50
## 9598             thankful  1.00
## 9599             thanking  1.00
## 9600            thankless -1.00
## 9601               thanks  0.60
## 9602         thanksgiving  0.80
## 9603                theft -0.50
## 9604          theoretical  0.40
## 9605          therapeutic  1.00
## 9606         therapeutics  1.00
## 9607            therapist -0.25
## 9608              thicket -0.25
## 9609                thief -1.00
## 9610              thieves -1.00
## 9611              thinker  0.50
## 9612               thirst -0.25
## 9613              thirsty -0.25
## 9614                thorn -0.25
## 9615               thorny -0.75
## 9616         thoroughbred  0.60
## 9617           thoughtful  1.00
## 9618         thoughtfully  1.00
## 9619       thoughtfulness  0.50
## 9620          thoughtless -0.75
## 9621        thoughtlessly -1.00
## 9622      thoughtlessness -1.00
## 9623               thrash -0.50
## 9624             thrashed -0.25
## 9625            thrashing -1.00
## 9626           threadbare -0.80
## 9627               threat -0.75
## 9628             threaten -0.75
## 9629           threatened -0.50
## 9630          threatening -1.00
## 9631            threatens -0.50
## 9632              threats -0.75
## 9633           threesomes  0.25
## 9634               thresh -0.40
## 9635               thrift  0.50
## 9636              thrifty  0.80
## 9637               thrill  0.50
## 9638             thrilled  0.50
## 9639             thriller  0.10
## 9640            thrilling  0.50
## 9641          thrillingly  1.00
## 9642              thrills  1.00
## 9643               thrive  1.00
## 9644             thriving  0.50
## 9645                throb -0.75
## 9646             throbbed -0.60
## 9647            throbbing -0.60
## 9648               throbs -0.60
## 9649               throne  0.60
## 9650             throttle -0.50
## 9651            thrusting -0.40
## 9652             thudding -0.40
## 9653                 thug -0.50
## 9654                thugs -1.00
## 9655             thumbsup  1.00
## 9656           thundering -0.50
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## 10305             valiant  0.50
## 10306           valiantly  1.00
## 10307            validate  0.80
## 10308           validated  0.80
## 10309           validates  0.80
## 10310          validating  0.80
## 10311             valleys  0.25
## 10312               valor  0.50
## 10313            valuable  0.50
## 10314             vampire -0.10
## 10315            vanguard  0.25
## 10316            vanished -0.60
## 10317           vanishing -0.60
## 10318              vanity -0.50
## 10319            vanquish -0.60
## 10320            varicose -0.80
## 10321             variety  0.25
## 10322          vegetative -0.25
## 10323            vehement -0.25
## 10324          vehemently -0.25
## 10325             velvety  0.60
## 10326            vendetta -0.80
## 10327           venerable  0.60
## 10328            venerate  0.60
## 10329          veneration  0.50
## 10330           vengeance -0.75
## 10331            vengeful -0.75
## 10332          vengefully -1.00
## 10333        vengefulness -1.00
## 10334               venom -0.75
## 10335            venomous -0.50
## 10336          venomously -1.00
## 10337                vent -0.25
## 10338             venting -0.25
## 10339            veracity  0.80
## 10340           verbosity -0.25
## 10341             verdant  0.80
## 10342          verifiable  0.60
## 10343        verification  0.60
## 10344            verified  0.50
## 10345              verify  0.60
## 10346              verily  0.80
## 10347           veritable  0.50
## 10348              vermin -1.00
## 10349              vernal  0.25
## 10350           versatile  1.00
## 10351         versatility  1.00
## 10352              versus -0.25
## 10353             vertigo -0.50
## 10354               verve  0.60
## 10355            vestiges -0.25
## 10356             veteran  0.10
## 10357                veto -0.25
## 10358                 vex -1.00
## 10359            vexation -0.50
## 10360              vexing -0.50
## 10361            vexingly -1.00
## 10362              viable  0.25
## 10363             vibrant  0.75
## 10364           vibrantly  1.00
## 10365                vice -0.50
## 10366             vicious -0.75
## 10367           viciously -1.00
## 10368         viciousness -1.00
## 10369              victim -0.75
## 10370           victimize -0.75
## 10371          victimized -0.75
## 10372          victimizes -1.00
## 10373         victimizing -1.00
## 10374             victims -0.75
## 10375              victor  0.50
## 10376          victorious  0.50
## 10377             victory  0.75
## 10378            viewable  0.25
## 10379           vigilance  0.50
## 10380            vigilant  0.75
## 10381               vigor  0.50
## 10382            vigorous  0.50
## 10383                vile -0.75
## 10384            vileness -1.00
## 10385              vilify -0.40
## 10386            villager -0.10
## 10387           villagers -0.25
## 10388             villain -1.00
## 10389          villainous -1.00
## 10390        villainously -1.00
## 10391            villains -1.00
## 10392           vindicate  0.25
## 10393          vindicated  0.50
## 10394          vindicates  0.25
## 10395         vindicating  0.25
## 10396         vindication  0.25
## 10397          vindictive -0.50
## 10398        vindictively -0.25
## 10399      vindictiveness -0.50
## 10400             violate -0.50
## 10401            violated -1.00
## 10402            violates -1.00
## 10403           violating -0.50
## 10404           violation -0.50
## 10405            violator -1.00
## 10406           violators -1.00
## 10407            violence -0.50
## 10408             violent -0.75
## 10409           violently -0.75
## 10410               viper -0.25
## 10411              virgin  0.40
## 10412           virginity  0.50
## 10413              virtue  0.50
## 10414            virtuous  0.75
## 10415          virtuously  1.00
## 10416           virulence -0.50
## 10417            virulent -0.50
## 10418          virulently -1.00
## 10419               virus -0.50
## 10420              vision  0.50
## 10421           visionary  0.75
## 10422               visit  0.40
## 10423          visitation -0.25
## 10424             visitor  0.25
## 10425               vital  0.40
## 10426            vitality  0.50
## 10427           vitriolic -1.00
## 10428           vivacious  0.75
## 10429               vivid  0.50
## 10430               vixen -0.25
## 10431          vociferous -0.25
## 10432        vociferously -0.25
## 10433               vogue  0.60
## 10434              voided -0.40
## 10435               voids -0.40
## 10436            volatile -0.40
## 10437          volatility -0.50
## 10438           volunteer  0.80
## 10439          voluptuous  0.60
## 10440               vomit -1.00
## 10441             vomited -0.50
## 10442            vomiting -0.50
## 10443              vomits -0.50
## 10444              voodoo -0.25
## 10445               voter  0.60
## 10446           vouchsafe  0.60
## 10447                 vow  0.60
## 10448                vows  0.60
## 10449              vulgar -0.50
## 10450           vulgarity -1.00
## 10451       vulnerability -0.50
## 10452          vulnerable -0.50
## 10453             vulture -0.25
## 10454               wacko -1.00
## 10455                waft -0.25
## 10456               wages  0.40
## 10457                wail -0.75
## 10458             wailing -1.00
## 10459                wait -0.25
## 10460              wallow -0.75
## 10461               waltz  0.60
## 10462              waning -0.40
## 10463              wanton -0.80
## 10464                 war -0.50
## 10465              warden -0.40
## 10466             wardens -0.40
## 10467           wardrobes  0.40
## 10468               wards -0.40
## 10469             warfare -0.50
## 10470              warily -1.00
## 10471            wariness -1.00
## 10472             warlike -0.50
## 10473                warm  0.50
## 10474              warmer  0.60
## 10475         warmhearted  1.00
## 10476              warmly  1.00
## 10477               warms  0.60
## 10478              warmth  0.50
## 10479                warn -0.75
## 10480              warned -0.50
## 10481             warning -0.50
## 10482            warnings -0.50
## 10483               warns -0.25
## 10484                warp -0.25
## 10485              warped -0.50
## 10486            warranty  0.25
## 10487             warring -1.00
## 10488             warrior -0.60
## 10489                wars -1.00
## 10490                wart -0.60
## 10491                wary -1.00
## 10492           washedout -0.25
## 10493               waste -0.75
## 10494              wasted -0.75
## 10495            wasteful -0.50
## 10496        wastefulness -1.00
## 10497             wasting -1.00
## 10498            watchdog -0.25
## 10499            watchful  0.60
## 10500            watchman -0.40
## 10501           waterdown -0.25
## 10502         watereddown -0.25
## 10503         waterlogged -0.80
## 10504          waterproof  0.60
## 10505              watery -0.25
## 10506               waver -0.80
## 10507            wavering -0.80
## 10508             wayward -0.80
## 10509                weak -0.50
## 10510              weaken -0.50
## 10511            weakened -1.00
## 10512           weakening -0.50
## 10513              weaker -1.00
## 10514              weakly -1.00
## 10515            weakness -1.00
## 10516          weaknesses -1.00
## 10517              wealth  0.50
## 10518             wealthy  0.50
## 10519             wearily -1.00
## 10520           weariness -0.75
## 10521           wearisome -1.00
## 10522               weary -0.75
## 10523        weatherproof  0.60
## 10524            weddings  0.60
## 10525               wedge -0.25
## 10526                weed -0.25
## 10527               weeds -0.25
## 10528                weep -1.00
## 10529             weeping -0.50
## 10530               weepy -1.00
## 10531               weird -0.25
## 10532             weirder -0.80
## 10533             weirdly -0.80
## 10534              weirdo -1.00
## 10535             welcome  0.50
## 10536            welcomed  0.75
## 10537            welcomes  1.00
## 10538                well  0.80
## 10539        wellbalanced  1.00
## 10540         wellbehaved  1.00
## 10541           wellbeing  1.00
## 10542            wellbred  1.00
## 10543       wellconnected  1.00
## 10544        welleducated  1.00
## 10545     wellestablished  1.00
## 10546        wellinformed  1.00
## 10547     wellintentioned  1.00
## 10548           wellknown  1.00
## 10549            wellmade  1.00
## 10550         wellmanaged  1.00
## 10551        wellmannered  1.00
## 10552      wellpositioned  1.00
## 10553        wellreceived  1.00
## 10554        wellregarded  1.00
## 10555         wellrounded  1.00
## 10556             wellrun  1.00
## 10557         wellwishers  1.00
## 10558               welts -1.00
## 10559               wench -1.00
## 10560             wheedle -0.25
## 10561          wheelchair -0.25
## 10562            wheezing -1.00
## 10563                whim -0.25
## 10564             whimper -1.00
## 10565           whimpered -1.00
## 10566               whims  0.40
## 10567           whimsical  0.40
## 10568               whine -0.25
## 10569              whines -1.00
## 10570             whining -1.00
## 10571               whiny -1.00
## 10572                whip -0.25
## 10573             whipped -0.80
## 10574               whips -0.25
## 10575         whisperings -0.40
## 10576               white  0.40
## 10577            whitened  0.40
## 10578           whiteness  0.40
## 10579      wholeheartedly  1.00
## 10580           wholeness  1.00
## 10581           wholesome  0.50
## 10582               whoop  0.40
## 10583            whooping  0.40
## 10584               whore -1.00
## 10585              whores -0.50
## 10586               wicca -0.25
## 10587              wicked -0.75
## 10588            wickedly -1.00
## 10589          wickedness -0.50
## 10590          widespread -0.25
## 10591             widowed -1.00
## 10592                wild -0.25
## 10593            wildfire -0.25
## 10594             willful -0.25
## 10595             willies -0.25
## 10596             willing  0.80
## 10597           willingly  0.50
## 10598         willingness  0.75
## 10599                wilt -0.25
## 10600              wilted -1.00
## 10601             wilting -1.00
## 10602                wimp -1.00
## 10603               wimpy -0.25
## 10604                 win  0.50
## 10605               wince -0.75
## 10606              winced -1.00
## 10607            windfall  0.50
## 10608            windpipe -0.25
## 10609              winked  0.60
## 10610             winking  0.60
## 10611               winks  0.60
## 10612            winnable  0.80
## 10613              winner  0.75
## 10614             winners  0.80
## 10615             winning  0.75
## 10616           winningly  1.00
## 10617            winnings  1.00
## 10618                wins  0.50
## 10619            wireless  0.25
## 10620              wisdom  0.75
## 10621                wise  0.50
## 10622           wisecrack -0.40
## 10623              wisely  0.50
## 10624                wish  0.80
## 10625              wishes  0.80
## 10626             wishing  0.80
## 10627                 wit  0.60
## 10628               witch -0.40
## 10629          witchcraft -0.25
## 10630            withdraw -0.80
## 10631           withdrawn -0.80
## 10632              wither -1.00
## 10633            withered -1.00
## 10634           withering -1.00
## 10635           withstand  0.25
## 10636          witnessing -0.25
## 10637                wits  0.60
## 10638               witty  0.50
## 10639              wizard  0.40
## 10640             wobbled -0.60
## 10641             wobbles -0.60
## 10642              wobbly -0.60
## 10643                 woe -0.50
## 10644           woebegone -0.50
## 10645              woeful -0.75
## 10646            woefully -0.50
## 10647                wolf -0.25
## 10648           womanizer -0.50
## 10649          womanizing -1.00
## 10650             womanly -0.25
## 10651                womb  0.25
## 10652                 won  0.50
## 10653           wonderful  0.75
## 10654         wonderfully  0.75
## 10655          wonderment  1.00
## 10656            wondrous  1.00
## 10657          wondrously  1.00
## 10658           wooziness -0.25
## 10659                work  0.25
## 10660            workable  0.40
## 10661              worked  0.25
## 10662             working  0.25
## 10663               works  0.25
## 10664         worldfamous  1.00
## 10665                worm -0.25
## 10666                worn -0.10
## 10667             worried -0.75
## 10668           worriedly -0.80
## 10669             worrier -0.25
## 10670             worries -0.50
## 10671           worrisome -1.00
## 10672               worry -0.75
## 10673            worrying -0.75
## 10674          worryingly -1.00
## 10675               worse -0.75
## 10676              worsen -0.50
## 10677            worsened -1.00
## 10678           worsening -1.00
## 10679             worsens -1.00
## 10680             worship  0.25
## 10681          worshipped  0.25
## 10682         worshipping  0.25
## 10683            worships  0.25
## 10684               worst -0.50
## 10685               worth  0.75
## 10686          worthiness  1.00
## 10687           worthless -1.00
## 10688         worthlessly -1.00
## 10689       worthlessness -1.00
## 10690          worthwhile  1.00
## 10691              worthy  0.75
## 10692               wound -0.50
## 10693              wounds -1.00
## 10694                 wow  0.50
## 10695               wowed  1.00
## 10696               wrath -0.50
## 10697            wrathful -1.00
## 10698               wreak -0.50
## 10699             wreaked -1.00
## 10700              wreaks -1.00
## 10701               wreck -0.75
## 10702             wrecked -1.00
## 10703            wreckers -1.00
## 10704              wrench -0.50
## 10705               wrest -0.60
## 10706             wrestle -0.40
## 10707            wrestled -0.40
## 10708           wrestling -0.40
## 10709              wretch -0.50
## 10710            wretched -0.50
## 10711          wretchedly -1.00
## 10712        wretchedness -0.50
## 10713             wrinkle -0.25
## 10714            wrinkled -0.40
## 10715            wrinkles -0.50
## 10716              writhe -0.80
## 10717            writhing -0.80
## 10718               wrong -0.75
## 10719          wrongdoing -1.00
## 10720             wronged -0.50
## 10721            wrongful -0.50
## 10722             wrongly -0.50
## 10723             wrought -0.50
## 10724               wrung -0.25
## 10725                 wry -0.25
## 10726          xenophobia -0.25
## 10727              yanked -0.40
## 10728               yanks -0.40
## 10729                yawn -0.25
## 10730                yell -0.25
## 10731                yelp -0.80
## 10732              yelped -0.60
## 10733                 yes  0.80
## 10734               young  0.40
## 10735             younger  0.25
## 10736               youth  0.40
## 10737            youthful  0.50
## 10738                yowl -0.40
## 10739               yummy  0.80
## 10740                zeal  0.50
## 10741              zealot -0.25
## 10742             zealous  0.40
## 10743              zenith  0.40
## 10744                zest  0.50
## 10745              zombie -0.25
## 10746             zombies -0.25
## 10747               false -0.60
## 10748                true  0.50
pomsentidictbing <- get_sentiment_dictionary("bing")
pomsentidictbing
##                          word value
## 1                          a+     1
## 2                      abound     1
## 3                     abounds     1
## 4                   abundance     1
## 5                    abundant     1
## 6                  accessable     1
## 7                  accessible     1
## 8                     acclaim     1
## 9                   acclaimed     1
## 10                acclamation     1
## 11                   accolade     1
## 12                  accolades     1
## 13              accommodative     1
## 14               accomodative     1
## 15                 accomplish     1
## 16               accomplished     1
## 17             accomplishment     1
## 18            accomplishments     1
## 19                   accurate     1
## 20                 accurately     1
## 21                 achievable     1
## 22                achievement     1
## 23               achievements     1
## 24                 achievible     1
## 25                     acumen     1
## 26                  adaptable     1
## 27                   adaptive     1
## 28                   adequate     1
## 29                 adjustable     1
## 30                  admirable     1
## 31                  admirably     1
## 32                 admiration     1
## 33                     admire     1
## 34                    admirer     1
## 35                   admiring     1
## 36                 admiringly     1
## 37                   adorable     1
## 38                      adore     1
## 39                     adored     1
## 40                     adorer     1
## 41                    adoring     1
## 42                  adoringly     1
## 43                     adroit     1
## 44                   adroitly     1
## 45                    adulate     1
## 46                  adulation     1
## 47                  adulatory     1
## 48                   advanced     1
## 49                  advantage     1
## 50               advantageous     1
## 51             advantageously     1
## 52                 advantages     1
## 53              adventuresome     1
## 54                adventurous     1
## 55                   advocate     1
## 56                  advocated     1
## 57                  advocates     1
## 58                 affability     1
## 59                    affable     1
## 60                    affably     1
## 61                affectation     1
## 62                  affection     1
## 63               affectionate     1
## 64                   affinity     1
## 65                     affirm     1
## 66                affirmation     1
## 67                affirmative     1
## 68                  affluence     1
## 69                   affluent     1
## 70                     afford     1
## 71                 affordable     1
## 72                 affordably     1
## 73                  afordable     1
## 74                      agile     1
## 75                    agilely     1
## 76                    agility     1
## 77                  agreeable     1
## 78              agreeableness     1
## 79                  agreeably     1
## 80                 all-around     1
## 81                   alluring     1
## 82                 alluringly     1
## 83                 altruistic     1
## 84             altruistically     1
## 85                      amaze     1
## 86                     amazed     1
## 87                  amazement     1
## 88                     amazes     1
## 89                    amazing     1
## 90                  amazingly     1
## 91                  ambitious     1
## 92                ambitiously     1
## 93                 ameliorate     1
## 94                   amenable     1
## 95                    amenity     1
## 96                 amiability     1
## 97                   amiabily     1
## 98                    amiable     1
## 99                amicability     1
## 100                  amicable     1
## 101                  amicably     1
## 102                     amity     1
## 103                     ample     1
## 104                     amply     1
## 105                     amuse     1
## 106                   amusing     1
## 107                 amusingly     1
## 108                     angel     1
## 109                   angelic     1
## 110                apotheosis     1
## 111                    appeal     1
## 112                 appealing     1
## 113                   applaud     1
## 114               appreciable     1
## 115                appreciate     1
## 116               appreciated     1
## 117               appreciates     1
## 118              appreciative     1
## 119            appreciatively     1
## 120               appropriate     1
## 121                  approval     1
## 122                   approve     1
## 123                    ardent     1
## 124                  ardently     1
## 125                     ardor     1
## 126                articulate     1
## 127                aspiration     1
## 128               aspirations     1
## 129                    aspire     1
## 130                 assurance     1
## 131                assurances     1
## 132                    assure     1
## 133                 assuredly     1
## 134                  assuring     1
## 135                  astonish     1
## 136                astonished     1
## 137               astonishing     1
## 138             astonishingly     1
## 139              astonishment     1
## 140                   astound     1
## 141                 astounded     1
## 142                astounding     1
## 143              astoundingly     1
## 144                  astutely     1
## 145                 attentive     1
## 146                attraction     1
## 147                attractive     1
## 148              attractively     1
## 149                    attune     1
## 150                   audible     1
## 151                   audibly     1
## 152                auspicious     1
## 153                 authentic     1
## 154             authoritative     1
## 155                autonomous     1
## 156                 available     1
## 157                      aver     1
## 158                      avid     1
## 159                    avidly     1
## 160                     award     1
## 161                   awarded     1
## 162                    awards     1
## 163                       awe     1
## 164                      awed     1
## 165                   awesome     1
## 166                 awesomely     1
## 167               awesomeness     1
## 168                 awestruck     1
## 169                    awsome     1
## 170                  backbone     1
## 171                  balanced     1
## 172                   bargain     1
## 173                 beauteous     1
## 174                 beautiful     1
## 175              beautifullly     1
## 176               beautifully     1
## 177                  beautify     1
## 178                    beauty     1
## 179                    beckon     1
## 180                  beckoned     1
## 181                 beckoning     1
## 182                   beckons     1
## 183                believable     1
## 184               believeable     1
## 185                   beloved     1
## 186                benefactor     1
## 187                beneficent     1
## 188                beneficial     1
## 189              beneficially     1
## 190               beneficiary     1
## 191                   benefit     1
## 192                  benefits     1
## 193               benevolence     1
## 194                benevolent     1
## 195                  benifits     1
## 196                      best     1
## 197                best-known     1
## 198           best-performing     1
## 199              best-selling     1
## 200                    better     1
## 201              better-known     1
## 202      better-than-expected     1
## 203                beutifully     1
## 204                 blameless     1
## 205                     bless     1
## 206                  blessing     1
## 207                     bliss     1
## 208                  blissful     1
## 209                blissfully     1
## 210                    blithe     1
## 211               blockbuster     1
## 212                     bloom     1
## 213                   blossom     1
## 214                   bolster     1
## 215                     bonny     1
## 216                     bonus     1
## 217                   bonuses     1
## 218                      boom     1
## 219                   booming     1
## 220                     boost     1
## 221                 boundless     1
## 222                 bountiful     1
## 223                 brainiest     1
## 224                    brainy     1
## 225                 brand-new     1
## 226                     brave     1
## 227                   bravery     1
## 228                     bravo     1
## 229              breakthrough     1
## 230             breakthroughs     1
## 231            breathlessness     1
## 232              breathtaking     1
## 233            breathtakingly     1
## 234                    breeze     1
## 235                    bright     1
## 236                  brighten     1
## 237                  brighter     1
## 238                 brightest     1
## 239                brilliance     1
## 240               brilliances     1
## 241                 brilliant     1
## 242               brilliantly     1
## 243                     brisk     1
## 244                 brotherly     1
## 245                   bullish     1
## 246                   buoyant     1
## 247                    cajole     1
## 248                      calm     1
## 249                   calming     1
## 250                  calmness     1
## 251                capability     1
## 252                   capable     1
## 253                   capably     1
## 254                 captivate     1
## 255               captivating     1
## 256                  carefree     1
## 257                  cashback     1
## 258                 cashbacks     1
## 259                    catchy     1
## 260                 celebrate     1
## 261                celebrated     1
## 262               celebration     1
## 263               celebratory     1
## 264                     champ     1
## 265                  champion     1
## 266                  charisma     1
## 267               charismatic     1
## 268                charitable     1
## 269                     charm     1
## 270                  charming     1
## 271                charmingly     1
## 272                    chaste     1
## 273                   cheaper     1
## 274                  cheapest     1
## 275                     cheer     1
## 276                  cheerful     1
## 277                    cheery     1
## 278                   cherish     1
## 279                 cherished     1
## 280                    cherub     1
## 281                      chic     1
## 282                chivalrous     1
## 283                  chivalry     1
## 284                  civility     1
## 285                  civilize     1
## 286                   clarity     1
## 287                   classic     1
## 288                    classy     1
## 289                     clean     1
## 290                   cleaner     1
## 291                  cleanest     1
## 292               cleanliness     1
## 293                   cleanly     1
## 294                     clear     1
## 295                 clear-cut     1
## 296                   cleared     1
## 297                   clearer     1
## 298                   clearly     1
## 299                    clears     1
## 300                    clever     1
## 301                  cleverly     1
## 302                    cohere     1
## 303                 coherence     1
## 304                  coherent     1
## 305                  cohesive     1
## 306                  colorful     1
## 307                    comely     1
## 308                   comfort     1
## 309               comfortable     1
## 310               comfortably     1
## 311                comforting     1
## 312                     comfy     1
## 313                   commend     1
## 314               commendable     1
## 315               commendably     1
## 316                commitment     1
## 317                commodious     1
## 318                   compact     1
## 319                 compactly     1
## 320                compassion     1
## 321             compassionate     1
## 322                compatible     1
## 323               competitive     1
## 324                complement     1
## 325             complementary     1
## 326              complemented     1
## 327               complements     1
## 328                 compliant     1
## 329                compliment     1
## 330             complimentary     1
## 331             comprehensive     1
## 332                conciliate     1
## 333              conciliatory     1
## 334                   concise     1
## 335                confidence     1
## 336                 confident     1
## 337                 congenial     1
## 338              congratulate     1
## 339            congratulation     1
## 340           congratulations     1
## 341            congratulatory     1
## 342             conscientious     1
## 343               considerate     1
## 344                consistent     1
## 345              consistently     1
## 346              constructive     1
## 347                consummate     1
## 348               contentment     1
## 349                continuity     1
## 350                 contrasty     1
## 351              contribution     1
## 352               convenience     1
## 353                convenient     1
## 354              conveniently     1
## 355                 convience     1
## 356               convienient     1
## 357                  convient     1
## 358                convincing     1
## 359              convincingly     1
## 360                      cool     1
## 361                   coolest     1
## 362               cooperative     1
## 363             cooperatively     1
## 364               cornerstone     1
## 365                   correct     1
## 366                 correctly     1
## 367            cost-effective     1
## 368               cost-saving     1
## 369            counter-attack     1
## 370           counter-attacks     1
## 371                   courage     1
## 372                courageous     1
## 373              courageously     1
## 374            courageousness     1
## 375                 courteous     1
## 376                   courtly     1
## 377                  covenant     1
## 378                      cozy     1
## 379                  creative     1
## 380                  credence     1
## 381                  credible     1
## 382                     crisp     1
## 383                   crisper     1
## 384                      cure     1
## 385                  cure-all     1
## 386                     cushy     1
## 387                      cute     1
## 388                  cuteness     1
## 389                     danke     1
## 390                    danken     1
## 391                    daring     1
## 392                  daringly     1
## 393                   darling     1
## 394                   dashing     1
## 395                 dauntless     1
## 396                      dawn     1
## 397                    dazzle     1
## 398                   dazzled     1
## 399                  dazzling     1
## 400                dead-cheap     1
## 401                   dead-on     1
## 402                   decency     1
## 403                    decent     1
## 404                  decisive     1
## 405              decisiveness     1
## 406                 dedicated     1
## 407                    defeat     1
## 408                  defeated     1
## 409                 defeating     1
## 410                   defeats     1
## 411                  defender     1
## 412                 deference     1
## 413                      deft     1
## 414                deginified     1
## 415                delectable     1
## 416                  delicacy     1
## 417                  delicate     1
## 418                 delicious     1
## 419                   delight     1
## 420                 delighted     1
## 421                delightful     1
## 422              delightfully     1
## 423            delightfulness     1
## 424                dependable     1
## 425                dependably     1
## 426                deservedly     1
## 427                 deserving     1
## 428                 desirable     1
## 429                  desiring     1
## 430                  desirous     1
## 431                   destiny     1
## 432                detachable     1
## 433                    devout     1
## 434                 dexterous     1
## 435               dexterously     1
## 436                  dextrous     1
## 437                 dignified     1
## 438                   dignify     1
## 439                   dignity     1
## 440                 diligence     1
## 441                  diligent     1
## 442                diligently     1
## 443                diplomatic     1
## 444                dirt-cheap     1
## 445               distinction     1
## 446               distinctive     1
## 447             distinguished     1
## 448               diversified     1
## 449                    divine     1
## 450                  divinely     1
## 451                  dominate     1
## 452                 dominated     1
## 453                 dominates     1
## 454                      dote     1
## 455                  dotingly     1
## 456                 doubtless     1
## 457                 dreamland     1
## 458               dumbfounded     1
## 459              dumbfounding     1
## 460               dummy-proof     1
## 461                   durable     1
## 462                   dynamic     1
## 463                     eager     1
## 464                   eagerly     1
## 465                 eagerness     1
## 466                   earnest     1
## 467                 earnestly     1
## 468               earnestness     1
## 469                      ease     1
## 470                     eased     1
## 471                     eases     1
## 472                    easier     1
## 473                   easiest     1
## 474                  easiness     1
## 475                    easing     1
## 476                      easy     1
## 477               easy-to-use     1
## 478                 easygoing     1
## 479                ebullience     1
## 480                 ebullient     1
## 481               ebulliently     1
## 482                ecenomical     1
## 483                economical     1
## 484                 ecstasies     1
## 485                   ecstasy     1
## 486                  ecstatic     1
## 487              ecstatically     1
## 488                     edify     1
## 489                  educated     1
## 490                 effective     1
## 491               effectively     1
## 492             effectiveness     1
## 493                 effectual     1
## 494               efficacious     1
## 495                 efficient     1
## 496               efficiently     1
## 497                effortless     1
## 498              effortlessly     1
## 499                  effusion     1
## 500                  effusive     1
## 501                effusively     1
## 502              effusiveness     1
## 503                      elan     1
## 504                     elate     1
## 505                    elated     1
## 506                  elatedly     1
## 507                   elation     1
## 508                 electrify     1
## 509                  elegance     1
## 510                   elegant     1
## 511                 elegantly     1
## 512                   elevate     1
## 513                     elite     1
## 514                 eloquence     1
## 515                  eloquent     1
## 516                eloquently     1
## 517                  embolden     1
## 518                  eminence     1
## 519                   eminent     1
## 520                 empathize     1
## 521                   empathy     1
## 522                   empower     1
## 523               empowerment     1
## 524                   enchant     1
## 525                 enchanted     1
## 526                enchanting     1
## 527              enchantingly     1
## 528                 encourage     1
## 529             encouragement     1
## 530               encouraging     1
## 531             encouragingly     1
## 532                    endear     1
## 533                 endearing     1
## 534                   endorse     1
## 535                  endorsed     1
## 536               endorsement     1
## 537                  endorses     1
## 538                 endorsing     1
## 539                 energetic     1
## 540                  energize     1
## 541          energy-efficient     1
## 542             energy-saving     1
## 543                  engaging     1
## 544                engrossing     1
## 545                   enhance     1
## 546                  enhanced     1
## 547               enhancement     1
## 548                  enhances     1
## 549                     enjoy     1
## 550                 enjoyable     1
## 551                 enjoyably     1
## 552                   enjoyed     1
## 553                  enjoying     1
## 554                 enjoyment     1
## 555                    enjoys     1
## 556                 enlighten     1
## 557             enlightenment     1
## 558                   enliven     1
## 559                   ennoble     1
## 560                    enough     1
## 561                    enrapt     1
## 562                 enrapture     1
## 563                enraptured     1
## 564                    enrich     1
## 565                enrichment     1
## 566              enterprising     1
## 567                 entertain     1
## 568              entertaining     1
## 569                entertains     1
## 570                   enthral     1
## 571                  enthrall     1
## 572                enthralled     1
## 573                   enthuse     1
## 574                enthusiasm     1
## 575                enthusiast     1
## 576              enthusiastic     1
## 577          enthusiastically     1
## 578                    entice     1
## 579                   enticed     1
## 580                  enticing     1
## 581                enticingly     1
## 582                 entranced     1
## 583                entrancing     1
## 584                   entrust     1
## 585                  enviable     1
## 586                  enviably     1
## 587                   envious     1
## 588                 enviously     1
## 589               enviousness     1
## 590                      envy     1
## 591                 equitable     1
## 592               ergonomical     1
## 593                  err-free     1
## 594                   erudite     1
## 595                   ethical     1
## 596                  eulogize     1
## 597                  euphoria     1
## 598                  euphoric     1
## 599              euphorically     1
## 600                evaluative     1
## 601                    evenly     1
## 602                  eventful     1
## 603               everlasting     1
## 604                 evocative     1
## 605                     exalt     1
## 606                exaltation     1
## 607                   exalted     1
## 608                 exaltedly     1
## 609                  exalting     1
## 610                exaltingly     1
## 611                  examplar     1
## 612                 examplary     1
## 613                 excallent     1
## 614                    exceed     1
## 615                  exceeded     1
## 616                 exceeding     1
## 617               exceedingly     1
## 618                   exceeds     1
## 619                     excel     1
## 620                   exceled     1
## 621                  excelent     1
## 622                 excellant     1
## 623                  excelled     1
## 624                excellence     1
## 625                excellency     1
## 626                 excellent     1
## 627               excellently     1
## 628                    excels     1
## 629               exceptional     1
## 630             exceptionally     1
## 631                    excite     1
## 632                   excited     1
## 633                 excitedly     1
## 634               excitedness     1
## 635                excitement     1
## 636                   excites     1
## 637                  exciting     1
## 638                excitingly     1
## 639                  exellent     1
## 640                  exemplar     1
## 641                 exemplary     1
## 642                exhilarate     1
## 643              exhilarating     1
## 644            exhilaratingly     1
## 645              exhilaration     1
## 646                 exonerate     1
## 647                 expansive     1
## 648             expeditiously     1
## 649                  expertly     1
## 650                 exquisite     1
## 651               exquisitely     1
## 652                     extol     1
## 653                    extoll     1
## 654           extraordinarily     1
## 655             extraordinary     1
## 656                exuberance     1
## 657                 exuberant     1
## 658               exuberantly     1
## 659                     exult     1
## 660                  exultant     1
## 661                exultation     1
## 662                exultingly     1
## 663                 eye-catch     1
## 664              eye-catching     1
## 665                  eyecatch     1
## 666               eyecatching     1
## 667                  fabulous     1
## 668                fabulously     1
## 669                facilitate     1
## 670                      fair     1
## 671                    fairly     1
## 672                  fairness     1
## 673                     faith     1
## 674                  faithful     1
## 675                faithfully     1
## 676              faithfulness     1
## 677                      fame     1
## 678                     famed     1
## 679                    famous     1
## 680                  famously     1
## 681                   fancier     1
## 682               fancinating     1
## 683                     fancy     1
## 684                   fanfare     1
## 685                      fans     1
## 686                 fantastic     1
## 687             fantastically     1
## 688                 fascinate     1
## 689               fascinating     1
## 690             fascinatingly     1
## 691               fascination     1
## 692               fashionable     1
## 693               fashionably     1
## 694                      fast     1
## 695              fast-growing     1
## 696                fast-paced     1
## 697                    faster     1
## 698                   fastest     1
## 699           fastest-growing     1
## 700                 faultless     1
## 701                       fav     1
## 702                      fave     1
## 703                     favor     1
## 704                 favorable     1
## 705                   favored     1
## 706                  favorite     1
## 707                 favorited     1
## 708                    favour     1
## 709                  fearless     1
## 710                fearlessly     1
## 711                  feasible     1
## 712                  feasibly     1
## 713                      feat     1
## 714              feature-rich     1
## 715                fecilitous     1
## 716                    feisty     1
## 717                felicitate     1
## 718                felicitous     1
## 719                  felicity     1
## 720                   fertile     1
## 721                   fervent     1
## 722                 fervently     1
## 723                    fervid     1
## 724                  fervidly     1
## 725                    fervor     1
## 726                   festive     1
## 727                  fidelity     1
## 728                     fiery     1
## 729                      fine     1
## 730              fine-looking     1
## 731                    finely     1
## 732                     finer     1
## 733                    finest     1
## 734                    firmer     1
## 735               first-class     1
## 736            first-in-class     1
## 737                first-rate     1
## 738                    flashy     1
## 739                   flatter     1
## 740                flattering     1
## 741              flatteringly     1
## 742                  flawless     1
## 743                flawlessly     1
## 744               flexibility     1
## 745                  flexible     1
## 746                  flourish     1
## 747               flourishing     1
## 748                    fluent     1
## 749                   flutter     1
## 750                      fond     1
## 751                    fondly     1
## 752                  fondness     1
## 753                 foolproof     1
## 754                  foremost     1
## 755                 foresight     1
## 756                formidable     1
## 757                 fortitude     1
## 758                fortuitous     1
## 759              fortuitously     1
## 760                 fortunate     1
## 761               fortunately     1
## 762                   fortune     1
## 763                  fragrant     1
## 764                      free     1
## 765                     freed     1
## 766                   freedom     1
## 767                  freedoms     1
## 768                     fresh     1
## 769                   fresher     1
## 770                  freshest     1
## 771              friendliness     1
## 772                  friendly     1
## 773                    frolic     1
## 774                    frugal     1
## 775                  fruitful     1
## 776                       ftw     1
## 777               fulfillment     1
## 778                       fun     1
## 779                futurestic     1
## 780                futuristic     1
## 781                    gaiety     1
## 782                     gaily     1
## 783                      gain     1
## 784                    gained     1
## 785                   gainful     1
## 786                 gainfully     1
## 787                   gaining     1
## 788                     gains     1
## 789                   gallant     1
## 790                 gallantly     1
## 791                    galore     1
## 792                   geekier     1
## 793                     geeky     1
## 794                       gem     1
## 795                      gems     1
## 796                generosity     1
## 797                  generous     1
## 798                generously     1
## 799                    genial     1
## 800                    genius     1
## 801                    gentle     1
## 802                  gentlest     1
## 803                   genuine     1
## 804                    gifted     1
## 805                      glad     1
## 806                   gladden     1
## 807                    gladly     1
## 808                  gladness     1
## 809                 glamorous     1
## 810                      glee     1
## 811                   gleeful     1
## 812                 gleefully     1
## 813                   glimmer     1
## 814                glimmering     1
## 815                   glisten     1
## 816                glistening     1
## 817                   glitter     1
## 818                     glitz     1
## 819                   glorify     1
## 820                  glorious     1
## 821                gloriously     1
## 822                     glory     1
## 823                      glow     1
## 824                   glowing     1
## 825                 glowingly     1
## 826                 god-given     1
## 827                  god-send     1
## 828                   godlike     1
## 829                   godsend     1
## 830                      gold     1
## 831                    golden     1
## 832                      good     1
## 833                    goodly     1
## 834                  goodness     1
## 835                  goodwill     1
## 836                     goood     1
## 837                    gooood     1
## 838                  gorgeous     1
## 839                gorgeously     1
## 840                     grace     1
## 841                  graceful     1
## 842                gracefully     1
## 843                  gracious     1
## 844                graciously     1
## 845              graciousness     1
## 846                     grand     1
## 847                  grandeur     1
## 848                  grateful     1
## 849                gratefully     1
## 850             gratification     1
## 851                 gratified     1
## 852                 gratifies     1
## 853                   gratify     1
## 854                gratifying     1
## 855              gratifyingly     1
## 856                 gratitude     1
## 857                     great     1
## 858                  greatest     1
## 859                 greatness     1
## 860                      grin     1
## 861            groundbreaking     1
## 862                 guarantee     1
## 863                  guidance     1
## 864                 guiltless     1
## 865                  gumption     1
## 866                      gush     1
## 867                     gusto     1
## 868                     gutsy     1
## 869                      hail     1
## 870                   halcyon     1
## 871                      hale     1
## 872                  hallmark     1
## 873                 hallmarks     1
## 874                  hallowed     1
## 875                   handier     1
## 876                   handily     1
## 877                hands-down     1
## 878                  handsome     1
## 879                handsomely     1
## 880                     handy     1
## 881                   happier     1
## 882                   happily     1
## 883                 happiness     1
## 884                     happy     1
## 885              hard-working     1
## 886                   hardier     1
## 887                     hardy     1
## 888                  harmless     1
## 889                harmonious     1
## 890              harmoniously     1
## 891                 harmonize     1
## 892                   harmony     1
## 893                   headway     1
## 894                      heal     1
## 895                 healthful     1
## 896                   healthy     1
## 897                   hearten     1
## 898                heartening     1
## 899                 heartfelt     1
## 900                  heartily     1
## 901              heartwarming     1
## 902                    heaven     1
## 903                  heavenly     1
## 904                    helped     1
## 905                   helpful     1
## 906                   helping     1
## 907                      hero     1
## 908                    heroic     1
## 909                heroically     1
## 910                   heroine     1
## 911                   heroize     1
## 912                     heros     1
## 913              high-quality     1
## 914             high-spirited     1
## 915                 hilarious     1
## 916                      holy     1
## 917                    homage     1
## 918                    honest     1
## 919                   honesty     1
## 920                     honor     1
## 921                 honorable     1
## 922                   honored     1
## 923                  honoring     1
## 924                    hooray     1
## 925                   hopeful     1
## 926                hospitable     1
## 927                       hot     1
## 928                   hotcake     1
## 929                  hotcakes     1
## 930                   hottest     1
## 931                       hug     1
## 932                    humane     1
## 933                    humble     1
## 934                  humility     1
## 935                     humor     1
## 936                  humorous     1
## 937                humorously     1
## 938                    humour     1
## 939                 humourous     1
## 940                     ideal     1
## 941                  idealize     1
## 942                   ideally     1
## 943                      idol     1
## 944                   idolize     1
## 945                  idolized     1
## 946                   idyllic     1
## 947                illuminate     1
## 948                illuminati     1
## 949              illuminating     1
## 950                  illumine     1
## 951               illustrious     1
## 952                       ilu     1
## 953                 imaculate     1
## 954               imaginative     1
## 955                immaculate     1
## 956              immaculately     1
## 957                   immense     1
## 958                 impartial     1
## 959              impartiality     1
## 960               impartially     1
## 961               impassioned     1
## 962                impeccable     1
## 963                impeccably     1
## 964                 important     1
## 965                   impress     1
## 966                 impressed     1
## 967                 impresses     1
## 968                impressive     1
## 969              impressively     1
## 970            impressiveness     1
## 971                   improve     1
## 972                  improved     1
## 973               improvement     1
## 974              improvements     1
## 975                  improves     1
## 976                 improving     1
## 977                incredible     1
## 978                incredibly     1
## 979                  indebted     1
## 980            individualized     1
## 981                indulgence     1
## 982                 indulgent     1
## 983               industrious     1
## 984               inestimable     1
## 985               inestimably     1
## 986               inexpensive     1
## 987             infallibility     1
## 988                infallible     1
## 989                infallibly     1
## 990               influential     1
## 991                 ingenious     1
## 992               ingeniously     1
## 993                 ingenuity     1
## 994                 ingenuous     1
## 995               ingenuously     1
## 996                 innocuous     1
## 997                innovation     1
## 998                innovative     1
## 999                 inpressed     1
## 1000               insightful     1
## 1001             insightfully     1
## 1002              inspiration     1
## 1003            inspirational     1
## 1004                  inspire     1
## 1005                inspiring     1
## 1006                instantly     1
## 1007              instructive     1
## 1008             instrumental     1
## 1009                 integral     1
## 1010               integrated     1
## 1011             intelligence     1
## 1012              intelligent     1
## 1013             intelligible     1
## 1014              interesting     1
## 1015                interests     1
## 1016                 intimacy     1
## 1017                 intimate     1
## 1018                intricate     1
## 1019                 intrigue     1
## 1020               intriguing     1
## 1021             intriguingly     1
## 1022                intuitive     1
## 1023               invaluable     1
## 1024             invaluablely     1
## 1025                inventive     1
## 1026               invigorate     1
## 1027             invigorating     1
## 1028            invincibility     1
## 1029               invincible     1
## 1030               inviolable     1
## 1031                inviolate     1
## 1032             invulnerable     1
## 1033            irreplaceable     1
## 1034           irreproachable     1
## 1035             irresistible     1
## 1036             irresistibly     1
## 1037               issue-free     1
## 1038              jaw-droping     1
## 1039             jaw-dropping     1
## 1040                  jollify     1
## 1041                    jolly     1
## 1042                   jovial     1
## 1043                      joy     1
## 1044                   joyful     1
## 1045                 joyfully     1
## 1046                   joyous     1
## 1047                 joyously     1
## 1048                 jubilant     1
## 1049               jubilantly     1
## 1050                 jubilate     1
## 1051               jubilation     1
## 1052                jubiliant     1
## 1053                judicious     1
## 1054                   justly     1
## 1055                     keen     1
## 1056                   keenly     1
## 1057                 keenness     1
## 1058             kid-friendly     1
## 1059               kindliness     1
## 1060                   kindly     1
## 1061                 kindness     1
## 1062            knowledgeable     1
## 1063                    kudos     1
## 1064           large-capacity     1
## 1065                     laud     1
## 1066                 laudable     1
## 1067                 laudably     1
## 1068                   lavish     1
## 1069                 lavishly     1
## 1070              law-abiding     1
## 1071                   lawful     1
## 1072                 lawfully     1
## 1073                     lead     1
## 1074                  leading     1
## 1075                    leads     1
## 1076                     lean     1
## 1077                      led     1
## 1078                legendary     1
## 1079                 leverage     1
## 1080                   levity     1
## 1081                 liberate     1
## 1082               liberation     1
## 1083                  liberty     1
## 1084                lifesaver     1
## 1085            light-hearted     1
## 1086                  lighter     1
## 1087                  likable     1
## 1088                     like     1
## 1089                    liked     1
## 1090                    likes     1
## 1091                   liking     1
## 1092              lionhearted     1
## 1093                   lively     1
## 1094                  logical     1
## 1095             long-lasting     1
## 1096                  lovable     1
## 1097                  lovably     1
## 1098                     love     1
## 1099                    loved     1
## 1100               loveliness     1
## 1101                   lovely     1
## 1102                    lover     1
## 1103                    loves     1
## 1104                   loving     1
## 1105                 low-cost     1
## 1106                low-price     1
## 1107               low-priced     1
## 1108                 low-risk     1
## 1109             lower-priced     1
## 1110                    loyal     1
## 1111                  loyalty     1
## 1112                    lucid     1
## 1113                  lucidly     1
## 1114                     luck     1
## 1115                  luckier     1
## 1116                 luckiest     1
## 1117                luckiness     1
## 1118                    lucky     1
## 1119                lucrative     1
## 1120                 luminous     1
## 1121                     lush     1
## 1122                   luster     1
## 1123                 lustrous     1
## 1124                luxuriant     1
## 1125                luxuriate     1
## 1126                luxurious     1
## 1127              luxuriously     1
## 1128                   luxury     1
## 1129                  lyrical     1
## 1130                    magic     1
## 1131                  magical     1
## 1132              magnanimous     1
## 1133            magnanimously     1
## 1134             magnificence     1
## 1135              magnificent     1
## 1136            magnificently     1
## 1137                 majestic     1
## 1138                  majesty     1
## 1139               manageable     1
## 1140             maneuverable     1
## 1141                   marvel     1
## 1142                 marveled     1
## 1143                marvelled     1
## 1144               marvellous     1
## 1145                marvelous     1
## 1146              marvelously     1
## 1147            marvelousness     1
## 1148                  marvels     1
## 1149                   master     1
## 1150                masterful     1
## 1151              masterfully     1
## 1152              masterpiece     1
## 1153             masterpieces     1
## 1154                  masters     1
## 1155                  mastery     1
## 1156                matchless     1
## 1157                   mature     1
## 1158                 maturely     1
## 1159                 maturity     1
## 1160               meaningful     1
## 1161                memorable     1
## 1162                 merciful     1
## 1163               mercifully     1
## 1164                    mercy     1
## 1165                    merit     1
## 1166              meritorious     1
## 1167                  merrily     1
## 1168                merriment     1
## 1169                merriness     1
## 1170                    merry     1
## 1171                mesmerize     1
## 1172               mesmerized     1
## 1173               mesmerizes     1
## 1174              mesmerizing     1
## 1175            mesmerizingly     1
## 1176               meticulous     1
## 1177             meticulously     1
## 1178                 mightily     1
## 1179                   mighty     1
## 1180             mind-blowing     1
## 1181                  miracle     1
## 1182                 miracles     1
## 1183               miraculous     1
## 1184             miraculously     1
## 1185           miraculousness     1
## 1186                   modern     1
## 1187                   modest     1
## 1188                  modesty     1
## 1189                momentous     1
## 1190               monumental     1
## 1191             monumentally     1
## 1192                 morality     1
## 1193                motivated     1
## 1194            multi-purpose     1
## 1195                navigable     1
## 1196                     neat     1
## 1197                  neatest     1
## 1198                   neatly     1
## 1199                     nice     1
## 1200                   nicely     1
## 1201                    nicer     1
## 1202                   nicest     1
## 1203                    nifty     1
## 1204                   nimble     1
## 1205                    noble     1
## 1206                    nobly     1
## 1207                noiseless     1
## 1208             non-violence     1
## 1209              non-violent     1
## 1210                  notably     1
## 1211               noteworthy     1
## 1212                  nourish     1
## 1213               nourishing     1
## 1214              nourishment     1
## 1215                  novelty     1
## 1216                nurturing     1
## 1217                    oasis     1
## 1218                obsession     1
## 1219               obsessions     1
## 1220               obtainable     1
## 1221                   openly     1
## 1222                 openness     1
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## 1226                  opulent     1
## 1227                  orderly     1
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## 1230                  outdone     1
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## 1232             outperformed     1
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## 1236                 outshone     1
## 1237                 outsmart     1
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## 1239            outstandingly     1
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## 1243                overjoyed     1
## 1244                 overtake     1
## 1245                overtaken     1
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## 1247               overtaking     1
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## 1249                 overture     1
## 1250                pain-free     1
## 1251                 painless     1
## 1252               painlessly     1
## 1253                 palatial     1
## 1254                   pamper     1
## 1255                 pampered     1
## 1256               pamperedly     1
## 1257             pamperedness     1
## 1258                  pampers     1
## 1259                panoramic     1
## 1260                 paradise     1
## 1261                paramount     1
## 1262                   pardon     1
## 1263                  passion     1
## 1264               passionate     1
## 1265             passionately     1
## 1266                 patience     1
## 1267                  patient     1
## 1268                patiently     1
## 1269                  patriot     1
## 1270                patriotic     1
## 1271                    peace     1
## 1272                peaceable     1
## 1273                 peaceful     1
## 1274               peacefully     1
## 1275             peacekeepers     1
## 1276                    peach     1
## 1277                 peerless     1
## 1278                      pep     1
## 1279                   pepped     1
## 1280                  pepping     1
## 1281                    peppy     1
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## 1283                  perfect     1
## 1284               perfection     1
## 1285                perfectly     1
## 1286              permissible     1
## 1287             perseverance     1
## 1288                persevere     1
## 1289               personages     1
## 1290             personalized     1
## 1291               phenomenal     1
## 1292             phenomenally     1
## 1293              picturesque     1
## 1294                    piety     1
## 1295                 pinnacle     1
## 1296                  playful     1
## 1297                playfully     1
## 1298                 pleasant     1
## 1299               pleasantly     1
## 1300                  pleased     1
## 1301                  pleases     1
## 1302                 pleasing     1
## 1303               pleasingly     1
## 1304              pleasurable     1
## 1305              pleasurably     1
## 1306                 pleasure     1
## 1307                plentiful     1
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## 1309                    plush     1
## 1310                  plusses     1
## 1311                   poetic     1
## 1312                poeticize     1
## 1313                 poignant     1
## 1314                    poise     1
## 1315                   poised     1
## 1316                 polished     1
## 1317                   polite     1
## 1318               politeness     1
## 1319                  popular     1
## 1320                 portable     1
## 1321                     posh     1
## 1322                 positive     1
## 1323               positively     1
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## 1325                 powerful     1
## 1326               powerfully     1
## 1327                   praise     1
## 1328             praiseworthy     1
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## 1330              pre-eminent     1
## 1331                 precious     1
## 1332                  precise     1
## 1333                precisely     1
## 1334               preeminent     1
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## 1336               preferable     1
## 1337               preferably     1
## 1338                 prefered     1
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## 1340               preferring     1
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## 1342                  premier     1
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## 1344              prestigious     1
## 1345                 prettily     1
## 1346                   pretty     1
## 1347                priceless     1
## 1348                    pride     1
## 1349               principled     1
## 1350                privilege     1
## 1351               privileged     1
## 1352                    prize     1
## 1353                proactive     1
## 1354             problem-free     1
## 1355           problem-solver     1
## 1356               prodigious     1
## 1357             prodigiously     1
## 1358                  prodigy     1
## 1359               productive     1
## 1360             productively     1
## 1361               proficient     1
## 1362             proficiently     1
## 1363                 profound     1
## 1364               profoundly     1
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## 1367                 progress     1
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## 1369                 prolific     1
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## 1371                prominent     1
## 1372                  promise     1
## 1373                 promised     1
## 1374                 promises     1
## 1375                promising     1
## 1376                 promoter     1
## 1377                   prompt     1
## 1378                 promptly     1
## 1379                   proper     1
## 1380                 properly     1
## 1381               propitious     1
## 1382             propitiously     1
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## 1384                  prosper     1
## 1385               prosperity     1
## 1386               prosperous     1
## 1387                 prospros     1
## 1388                  protect     1
## 1389               protection     1
## 1390               protective     1
## 1391                    proud     1
## 1392                   proven     1
## 1393                   proves     1
## 1394               providence     1
## 1395                  proving     1
## 1396                  prowess     1
## 1397                 prudence     1
## 1398                  prudent     1
## 1399                prudently     1
## 1400                 punctual     1
## 1401                     pure     1
## 1402                   purify     1
## 1403               purposeful     1
## 1404                   quaint     1
## 1405                qualified     1
## 1406                  qualify     1
## 1407                  quicker     1
## 1408                    quiet     1
## 1409                  quieter     1
## 1410                 radiance     1
## 1411                  radiant     1
## 1412                    rapid     1
## 1413                  rapport     1
## 1414                     rapt     1
## 1415                  rapture     1
## 1416               raptureous     1
## 1417             raptureously     1
## 1418                rapturous     1
## 1419              rapturously     1
## 1420                 rational     1
## 1421              razor-sharp     1
## 1422                reachable     1
## 1423                 readable     1
## 1424                  readily     1
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## 1427            reaffirmation     1
## 1428                realistic     1
## 1429               realizable     1
## 1430               reasonable     1
## 1431               reasonably     1
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## 1437                 recomend     1
## 1438                recommend     1
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## 1443           reconciliation     1
## 1444           record-setting     1
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## 1446                 recovery     1
## 1447            rectification     1
## 1448                  rectify     1
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## 1451                redeeming     1
## 1452               redemption     1
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## 1456                   reform     1
## 1457                 reformed     1
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## 1460                  refresh     1
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## 1462               refreshing     1
## 1463                   refund     1
## 1464                 refunded     1
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## 1467                   regard     1
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## 1469                rejoicing     1
## 1470              rejoicingly     1
## 1471               rejuvenate     1
## 1472              rejuvenated     1
## 1473             rejuvenating     1
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## 1476                 reliable     1
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## 1479                   relish     1
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## 1481               remarkably     1
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## 1483                remission     1
## 1484               remunerate     1
## 1485              renaissance     1
## 1486                  renewed     1
## 1487                   renown     1
## 1488                 renowned     1
## 1489              replaceable     1
## 1490                reputable     1
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## 1492                resilient     1
## 1493                 resolute     1
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## 1496              resourceful     1
## 1497          resourcefulness     1
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## 1500               respectful     1
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## 1503              resplendent     1
## 1504              responsibly     1
## 1505               responsive     1
## 1506                  restful     1
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## 1513               revelation     1
## 1514                   revere     1
## 1515                reverence     1
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## 1517               reverently     1
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## 1519                  revival     1
## 1520                   revive     1
## 1521                  revives     1
## 1522            revolutionary     1
## 1523            revolutionize     1
## 1524           revolutionized     1
## 1525           revolutionizes     1
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## 1527                rewarding     1
## 1528              rewardingly     1
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## 1530                   richer     1
## 1531                   richly     1
## 1532                 richness     1
## 1533                    right     1
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## 1535                righteous     1
## 1536              righteously     1
## 1537            righteousness     1
## 1538                 rightful     1
## 1539               rightfully     1
## 1540                  rightly     1
## 1541                rightness     1
## 1542                risk-free     1
## 1543                   robust     1
## 1544                rock-star     1
## 1545               rock-stars     1
## 1546                 rockstar     1
## 1547                rockstars     1
## 1548                 romantic     1
## 1549             romantically     1
## 1550              romanticize     1
## 1551                  roomier     1
## 1552                    roomy     1
## 1553                     rosy     1
## 1554                     safe     1
## 1555                   safely     1
## 1556                 sagacity     1
## 1557                   sagely     1
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## 1559              saintliness     1
## 1560                  saintly     1
## 1561                 salutary     1
## 1562                   salute     1
## 1563                     sane     1
## 1564           satisfactorily     1
## 1565             satisfactory     1
## 1566                satisfied     1
## 1567                satisfies     1
## 1568                  satisfy     1
## 1569               satisfying     1
## 1570               satisified     1
## 1571                    saver     1
## 1572                  savings     1
## 1573                   savior     1
## 1574                    savvy     1
## 1575                   scenic     1
## 1576                 seamless     1
## 1577                 seasoned     1
## 1578                   secure     1
## 1579                 securely     1
## 1580                selective     1
## 1581       self-determination     1
## 1582             self-respect     1
## 1583        self-satisfaction     1
## 1584         self-sufficiency     1
## 1585          self-sufficient     1
## 1586                sensation     1
## 1587              sensational     1
## 1588            sensationally     1
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## 1590                 sensible     1
## 1591                 sensibly     1
## 1592                sensitive     1
## 1593                   serene     1
## 1594                 serenity     1
## 1595                     sexy     1
## 1596                    sharp     1
## 1597                  sharper     1
## 1598                 sharpest     1
## 1599               shimmering     1
## 1600             shimmeringly     1
## 1601                    shine     1
## 1602                    shiny     1
## 1603              significant     1
## 1604                   silent     1
## 1605                  simpler     1
## 1606                 simplest     1
## 1607               simplified     1
## 1608               simplifies     1
## 1609                 simplify     1
## 1610              simplifying     1
## 1611                  sincere     1
## 1612                sincerely     1
## 1613                sincerity     1
## 1614                    skill     1
## 1615                  skilled     1
## 1616                 skillful     1
## 1617               skillfully     1
## 1618                  slammin     1
## 1619                    sleek     1
## 1620                    slick     1
## 1621                    smart     1
## 1622                  smarter     1
## 1623                 smartest     1
## 1624                  smartly     1
## 1625                    smile     1
## 1626                   smiles     1
## 1627                  smiling     1
## 1628                smilingly     1
## 1629                  smitten     1
## 1630                   smooth     1
## 1631                 smoother     1
## 1632                 smoothes     1
## 1633                smoothest     1
## 1634                 smoothly     1
## 1635                   snappy     1
## 1636                   snazzy     1
## 1637                 sociable     1
## 1638                     soft     1
## 1639                   softer     1
## 1640                   solace     1
## 1641               solicitous     1
## 1642             solicitously     1
## 1643                    solid     1
## 1644               solidarity     1
## 1645                   soothe     1
## 1646               soothingly     1
## 1647            sophisticated     1
## 1648                  soulful     1
## 1649                  soundly     1
## 1650                soundness     1
## 1651                 spacious     1
## 1652                  sparkle     1
## 1653                sparkling     1
## 1654              spectacular     1
## 1655            spectacularly     1
## 1656                 speedily     1
## 1657                   speedy     1
## 1658                spellbind     1
## 1659             spellbinding     1
## 1660           spellbindingly     1
## 1661               spellbound     1
## 1662                 spirited     1
## 1663                spiritual     1
## 1664                 splendid     1
## 1665               splendidly     1
## 1666                 splendor     1
## 1667              spontaneous     1
## 1668                   sporty     1
## 1669                 spotless     1
## 1670                sprightly     1
## 1671                stability     1
## 1672                stabilize     1
## 1673                   stable     1
## 1674                stainless     1
## 1675                 standout     1
## 1676         state-of-the-art     1
## 1677                  stately     1
## 1678               statuesque     1
## 1679                  staunch     1
## 1680                staunchly     1
## 1681              staunchness     1
## 1682                steadfast     1
## 1683              steadfastly     1
## 1684            steadfastness     1
## 1685                steadiest     1
## 1686               steadiness     1
## 1687                   steady     1
## 1688                  stellar     1
## 1689                stellarly     1
## 1690                stimulate     1
## 1691               stimulates     1
## 1692              stimulating     1
## 1693              stimulative     1
## 1694               stirringly     1
## 1695               straighten     1
## 1696          straightforward     1
## 1697              streamlined     1
## 1698                 striking     1
## 1699               strikingly     1
## 1700                 striving     1
## 1701                   strong     1
## 1702                 stronger     1
## 1703                strongest     1
## 1704                  stunned     1
## 1705                 stunning     1
## 1706               stunningly     1
## 1707               stupendous     1
## 1708             stupendously     1
## 1709                 sturdier     1
## 1710                   sturdy     1
## 1711                  stylish     1
## 1712                stylishly     1
## 1713                 stylized     1
## 1714                    suave     1
## 1715                  suavely     1
## 1716                  sublime     1
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## 1719               subsidizes     1
## 1720              subsidizing     1
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## 1723                succeeded     1
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## 1726                   succes     1
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## 1729               successful     1
## 1730             successfully     1
## 1731                  suffice     1
## 1732                 sufficed     1
## 1733                 suffices     1
## 1734               sufficient     1
## 1735             sufficiently     1
## 1736                 suitable     1
## 1737                sumptuous     1
## 1738              sumptuously     1
## 1739            sumptuousness     1
## 1740                    super     1
## 1741                   superb     1
## 1742                 superbly     1
## 1743                 superior     1
## 1744              superiority     1
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## 1746                  support     1
## 1747                supported     1
## 1748                supporter     1
## 1749               supporting     1
## 1750               supportive     1
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## 1752                supremacy     1
## 1753                  supreme     1
## 1754                supremely     1
## 1755                   supurb     1
## 1756                 supurbly     1
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## 1758                  surpass     1
## 1759                  surreal     1
## 1760                 survival     1
## 1761                 survivor     1
## 1762           sustainability     1
## 1763              sustainable     1
## 1764                    swank     1
## 1765                 swankier     1
## 1766                swankiest     1
## 1767                   swanky     1
## 1768                 sweeping     1
## 1769                    sweet     1
## 1770                  sweeten     1
## 1771               sweetheart     1
## 1772                  sweetly     1
## 1773                sweetness     1
## 1774                    swift     1
## 1775                swiftness     1
## 1776                   talent     1
## 1777                 talented     1
## 1778                  talents     1
## 1779                tantalize     1
## 1780              tantalizing     1
## 1781            tantalizingly     1
## 1782                    tempt     1
## 1783                 tempting     1
## 1784               temptingly     1
## 1785                tenacious     1
## 1786              tenaciously     1
## 1787                 tenacity     1
## 1788                   tender     1
## 1789                 tenderly     1
## 1790                 terrific     1
## 1791             terrifically     1
## 1792                    thank     1
## 1793                 thankful     1
## 1794                  thinner     1
## 1795               thoughtful     1
## 1796             thoughtfully     1
## 1797           thoughtfulness     1
## 1798                   thrift     1
## 1799                  thrifty     1
## 1800                   thrill     1
## 1801                 thrilled     1
## 1802                thrilling     1
## 1803              thrillingly     1
## 1804                  thrills     1
## 1805                   thrive     1
## 1806                 thriving     1
## 1807                 thumb-up     1
## 1808                thumbs-up     1
## 1809                   tickle     1
## 1810                     tidy     1
## 1811             time-honored     1
## 1812                   timely     1
## 1813                   tingle     1
## 1814                titillate     1
## 1815              titillating     1
## 1816            titillatingly     1
## 1817             togetherness     1
## 1818                tolerable     1
## 1819                toll-free     1
## 1820                      top     1
## 1821                top-notch     1
## 1822              top-quality     1
## 1823                 topnotch     1
## 1824                     tops     1
## 1825                    tough     1
## 1826                  tougher     1
## 1827                 toughest     1
## 1828                 traction     1
## 1829                 tranquil     1
## 1830              tranquility     1
## 1831              transparent     1
## 1832                 treasure     1
## 1833             tremendously     1
## 1834                   trendy     1
## 1835                  triumph     1
## 1836                triumphal     1
## 1837               triumphant     1
## 1838             triumphantly     1
## 1839                trivially     1
## 1840                   trophy     1
## 1841             trouble-free     1
## 1842                    trump     1
## 1843                  trumpet     1
## 1844                    trust     1
## 1845                  trusted     1
## 1846                 trusting     1
## 1847               trustingly     1
## 1848          trustworthiness     1
## 1849              trustworthy     1
## 1850                   trusty     1
## 1851                 truthful     1
## 1852               truthfully     1
## 1853             truthfulness     1
## 1854                  twinkly     1
## 1855              ultra-crisp     1
## 1856                unabashed     1
## 1857              unabashedly     1
## 1858               unaffected     1
## 1859             unassailable     1
## 1860               unbeatable     1
## 1861                 unbiased     1
## 1862                  unbound     1
## 1863            uncomplicated     1
## 1864            unconditional     1
## 1865                undamaged     1
## 1866                undaunted     1
## 1867           understandable     1
## 1868             undisputable     1
## 1869             undisputably     1
## 1870               undisputed     1
## 1871             unencumbered     1
## 1872              unequivocal     1
## 1873            unequivocally     1
## 1874                  unfazed     1
## 1875               unfettered     1
## 1876            unforgettable     1
## 1877                    unity     1
## 1878                unlimited     1
## 1879                unmatched     1
## 1880             unparalleled     1
## 1881           unquestionable     1
## 1882           unquestionably     1
## 1883                   unreal     1
## 1884             unrestricted     1
## 1885                unrivaled     1
## 1886                unselfish     1
## 1887               unwavering     1
## 1888                   upbeat     1
## 1889               upgradable     1
## 1890              upgradeable     1
## 1891                 upgraded     1
## 1892                   upheld     1
## 1893                   uphold     1
## 1894                   uplift     1
## 1895                uplifting     1
## 1896              upliftingly     1
## 1897               upliftment     1
## 1898                  upscale     1
## 1899                   usable     1
## 1900                  useable     1
## 1901                   useful     1
## 1902            user-friendly     1
## 1903         user-replaceable     1
## 1904                  valiant     1
## 1905                valiantly     1
## 1906                    valor     1
## 1907                 valuable     1
## 1908                  variety     1
## 1909                 venerate     1
## 1910               verifiable     1
## 1911                veritable     1
## 1912                versatile     1
## 1913              versatility     1
## 1914                  vibrant     1
## 1915                vibrantly     1
## 1916               victorious     1
## 1917                  victory     1
## 1918                 viewable     1
## 1919                vigilance     1
## 1920                 vigilant     1
## 1921                   virtue     1
## 1922                 virtuous     1
## 1923               virtuously     1
## 1924                visionary     1
## 1925                vivacious     1
## 1926                    vivid     1
## 1927                    vouch     1
## 1928                vouchsafe     1
## 1929                     warm     1
## 1930                   warmer     1
## 1931              warmhearted     1
## 1932                   warmly     1
## 1933                   warmth     1
## 1934                  wealthy     1
## 1935                  welcome     1
## 1936                     well     1
## 1937             well-backlit     1
## 1938            well-balanced     1
## 1939             well-behaved     1
## 1940               well-being     1
## 1941                well-bred     1
## 1942           well-connected     1
## 1943            well-educated     1
## 1944         well-established     1
## 1945            well-informed     1
## 1946         well-intentioned     1
## 1947               well-known     1
## 1948                well-made     1
## 1949             well-managed     1
## 1950            well-mannered     1
## 1951          well-positioned     1
## 1952            well-received     1
## 1953            well-regarded     1
## 1954             well-rounded     1
## 1955                 well-run     1
## 1956             well-wishers     1
## 1957                wellbeing     1
## 1958                     whoa     1
## 1959           wholeheartedly     1
## 1960                wholesome     1
## 1961                    whooa     1
## 1962                   whoooa     1
## 1963                   wieldy     1
## 1964                  willing     1
## 1965                willingly     1
## 1966              willingness     1
## 1967                      win     1
## 1968                 windfall     1
## 1969                 winnable     1
## 1970                   winner     1
## 1971                  winners     1
## 1972                  winning     1
## 1973                     wins     1
## 1974                   wisdom     1
## 1975                     wise     1
## 1976                   wisely     1
## 1977                    witty     1
## 1978                      won     1
## 1979                   wonder     1
## 1980                wonderful     1
## 1981              wonderfully     1
## 1982                wonderous     1
## 1983              wonderously     1
## 1984                  wonders     1
## 1985                 wondrous     1
## 1986                      woo     1
## 1987                     work     1
## 1988                 workable     1
## 1989                   worked     1
## 1990                    works     1
## 1991             world-famous     1
## 1992                    worth     1
## 1993              worth-while     1
## 1994               worthiness     1
## 1995               worthwhile     1
## 1996                   worthy     1
## 1997                      wow     1
## 1998                    wowed     1
## 1999                   wowing     1
## 2000                     wows     1
## 2001                      yay     1
## 2002                 youthful     1
## 2003                     zeal     1
## 2004                   zenith     1
## 2005                     zest     1
## 2006                    zippy     1
## 2007                  2-faced    -1
## 2008                  2-faces    -1
## 2009                 abnormal    -1
## 2010                  abolish    -1
## 2011               abominable    -1
## 2012               abominably    -1
## 2013                abominate    -1
## 2014              abomination    -1
## 2015                    abort    -1
## 2016                  aborted    -1
## 2017                   aborts    -1
## 2018                   abrade    -1
## 2019                 abrasive    -1
## 2020                   abrupt    -1
## 2021                 abruptly    -1
## 2022                  abscond    -1
## 2023                  absence    -1
## 2024            absent-minded    -1
## 2025                 absentee    -1
## 2026                   absurd    -1
## 2027                absurdity    -1
## 2028                 absurdly    -1
## 2029               absurdness    -1
## 2030                    abuse    -1
## 2031                   abused    -1
## 2032                   abuses    -1
## 2033                  abusive    -1
## 2034                  abysmal    -1
## 2035                abysmally    -1
## 2036                    abyss    -1
## 2037               accidental    -1
## 2038                   accost    -1
## 2039                 accursed    -1
## 2040               accusation    -1
## 2041              accusations    -1
## 2042                   accuse    -1
## 2043                  accuses    -1
## 2044                 accusing    -1
## 2045               accusingly    -1
## 2046                 acerbate    -1
## 2047                  acerbic    -1
## 2048              acerbically    -1
## 2049                     ache    -1
## 2050                    ached    -1
## 2051                    aches    -1
## 2052                    achey    -1
## 2053                   aching    -1
## 2054                    acrid    -1
## 2055                  acridly    -1
## 2056                acridness    -1
## 2057              acrimonious    -1
## 2058            acrimoniously    -1
## 2059                 acrimony    -1
## 2060                  adamant    -1
## 2061                adamantly    -1
## 2062                   addict    -1
## 2063                 addicted    -1
## 2064                addicting    -1
## 2065                  addicts    -1
## 2066                 admonish    -1
## 2067               admonisher    -1
## 2068            admonishingly    -1
## 2069             admonishment    -1
## 2070               admonition    -1
## 2071               adulterate    -1
## 2072              adulterated    -1
## 2073             adulteration    -1
## 2074               adulterier    -1
## 2075              adversarial    -1
## 2076                adversary    -1
## 2077                  adverse    -1
## 2078                adversity    -1
## 2079                  afflict    -1
## 2080               affliction    -1
## 2081               afflictive    -1
## 2082                  affront    -1
## 2083                   afraid    -1
## 2084                aggravate    -1
## 2085              aggravating    -1
## 2086              aggravation    -1
## 2087               aggression    -1
## 2088               aggressive    -1
## 2089           aggressiveness    -1
## 2090                aggressor    -1
## 2091                 aggrieve    -1
## 2092                aggrieved    -1
## 2093              aggrivation    -1
## 2094                   aghast    -1
## 2095                  agonies    -1
## 2096                  agonize    -1
## 2097                agonizing    -1
## 2098              agonizingly    -1
## 2099                    agony    -1
## 2100                  aground    -1
## 2101                      ail    -1
## 2102                   ailing    -1
## 2103                  ailment    -1
## 2104                  aimless    -1
## 2105                    alarm    -1
## 2106                  alarmed    -1
## 2107                 alarming    -1
## 2108               alarmingly    -1
## 2109                 alienate    -1
## 2110                alienated    -1
## 2111               alienation    -1
## 2112               allegation    -1
## 2113              allegations    -1
## 2114                   allege    -1
## 2115                 allergic    -1
## 2116                allergies    -1
## 2117                  allergy    -1
## 2118                    aloof    -1
## 2119              altercation    -1
## 2120                ambiguity    -1
## 2121                ambiguous    -1
## 2122              ambivalence    -1
## 2123               ambivalent    -1
## 2124                   ambush    -1
## 2125                    amiss    -1
## 2126                 amputate    -1
## 2127                anarchism    -1
## 2128                anarchist    -1
## 2129              anarchistic    -1
## 2130                  anarchy    -1
## 2131                   anemic    -1
## 2132                    anger    -1
## 2133                  angrily    -1
## 2134                angriness    -1
## 2135                    angry    -1
## 2136                  anguish    -1
## 2137                animosity    -1
## 2138               annihilate    -1
## 2139             annihilation    -1
## 2140                    annoy    -1
## 2141                annoyance    -1
## 2142               annoyances    -1
## 2143                  annoyed    -1
## 2144                 annoying    -1
## 2145               annoyingly    -1
## 2146                   annoys    -1
## 2147                anomalous    -1
## 2148                  anomaly    -1
## 2149               antagonism    -1
## 2150               antagonist    -1
## 2151             antagonistic    -1
## 2152               antagonize    -1
## 2153                    anti-    -1
## 2154            anti-american    -1
## 2155             anti-israeli    -1
## 2156          anti-occupation    -1
## 2157       anti-proliferation    -1
## 2158             anti-semites    -1
## 2159              anti-social    -1
## 2160                  anti-us    -1
## 2161               anti-white    -1
## 2162                antipathy    -1
## 2163               antiquated    -1
## 2164             antithetical    -1
## 2165                anxieties    -1
## 2166                  anxiety    -1
## 2167                  anxious    -1
## 2168                anxiously    -1
## 2169              anxiousness    -1
## 2170                apathetic    -1
## 2171            apathetically    -1
## 2172                   apathy    -1
## 2173               apocalypse    -1
## 2174              apocalyptic    -1
## 2175                apologist    -1
## 2176               apologists    -1
## 2177                    appal    -1
## 2178                   appall    -1
## 2179                 appalled    -1
## 2180                appalling    -1
## 2181              appallingly    -1
## 2182             apprehension    -1
## 2183            apprehensions    -1
## 2184             apprehensive    -1
## 2185           apprehensively    -1
## 2186                arbitrary    -1
## 2187                   arcane    -1
## 2188                  archaic    -1
## 2189                  arduous    -1
## 2190                arduously    -1
## 2191            argumentative    -1
## 2192                arrogance    -1
## 2193                 arrogant    -1
## 2194               arrogantly    -1
## 2195                  ashamed    -1
## 2196                  asinine    -1
## 2197                asininely    -1
## 2198              asinininity    -1
## 2199                  askance    -1
## 2200                  asperse    -1
## 2201                aspersion    -1
## 2202               aspersions    -1
## 2203                   assail    -1
## 2204                 assassin    -1
## 2205              assassinate    -1
## 2206                  assault    -1
## 2207                   assult    -1
## 2208                   astray    -1
## 2209                  asunder    -1
## 2210                atrocious    -1
## 2211               atrocities    -1
## 2212                 atrocity    -1
## 2213                  atrophy    -1
## 2214                   attack    -1
## 2215                  attacks    -1
## 2216                audacious    -1
## 2217              audaciously    -1
## 2218            audaciousness    -1
## 2219                 audacity    -1
## 2220              audiciously    -1
## 2221                  austere    -1
## 2222            authoritarian    -1
## 2223                 autocrat    -1
## 2224               autocratic    -1
## 2225                avalanche    -1
## 2226                  avarice    -1
## 2227               avaricious    -1
## 2228             avariciously    -1
## 2229                   avenge    -1
## 2230                   averse    -1
## 2231                 aversion    -1
## 2232                   aweful    -1
## 2233                    awful    -1
## 2234                  awfully    -1
## 2235                awfulness    -1
## 2236                  awkward    -1
## 2237              awkwardness    -1
## 2238                       ax    -1
## 2239                   babble    -1
## 2240              back-logged    -1
## 2241                back-wood    -1
## 2242               back-woods    -1
## 2243                 backache    -1
## 2244                backaches    -1
## 2245               backaching    -1
## 2246                 backbite    -1
## 2247               backbiting    -1
## 2248                 backward    -1
## 2249             backwardness    -1
## 2250                 backwood    -1
## 2251                backwoods    -1
## 2252                      bad    -1
## 2253                    badly    -1
## 2254                   baffle    -1
## 2255                  baffled    -1
## 2256               bafflement    -1
## 2257                 baffling    -1
## 2258                     bait    -1
## 2259                     balk    -1
## 2260                    banal    -1
## 2261                 banalize    -1
## 2262                     bane    -1
## 2263                   banish    -1
## 2264               banishment    -1
## 2265                 bankrupt    -1
## 2266                barbarian    -1
## 2267                 barbaric    -1
## 2268             barbarically    -1
## 2269                barbarity    -1
## 2270                barbarous    -1
## 2271              barbarously    -1
## 2272                   barren    -1
## 2273                 baseless    -1
## 2274                     bash    -1
## 2275                   bashed    -1
## 2276                  bashful    -1
## 2277                  bashing    -1
## 2278                  bastard    -1
## 2279                 bastards    -1
## 2280                 battered    -1
## 2281                battering    -1
## 2282                    batty    -1
## 2283                  bearish    -1
## 2284                  beastly    -1
## 2285                   bedlam    -1
## 2286                bedlamite    -1
## 2287                   befoul    -1
## 2288                      beg    -1
## 2289                   beggar    -1
## 2290                 beggarly    -1
## 2291                  begging    -1
## 2292                  beguile    -1
## 2293                  belabor    -1
## 2294                  belated    -1
## 2295                beleaguer    -1
## 2296                    belie    -1
## 2297                 belittle    -1
## 2298                belittled    -1
## 2299               belittling    -1
## 2300                bellicose    -1
## 2301             belligerence    -1
## 2302              belligerent    -1
## 2303            belligerently    -1
## 2304                   bemoan    -1
## 2305                bemoaning    -1
## 2306                  bemused    -1
## 2307                     bent    -1
## 2308                   berate    -1
## 2309                  bereave    -1
## 2310              bereavement    -1
## 2311                   bereft    -1
## 2312                  berserk    -1
## 2313                  beseech    -1
## 2314                    beset    -1
## 2315                  besiege    -1
## 2316                 besmirch    -1
## 2317                  bestial    -1
## 2318                   betray    -1
## 2319                 betrayal    -1
## 2320                betrayals    -1
## 2321                 betrayer    -1
## 2322                betraying    -1
## 2323                  betrays    -1
## 2324                   bewail    -1
## 2325                   beware    -1
## 2326                 bewilder    -1
## 2327               bewildered    -1
## 2328              bewildering    -1
## 2329            bewilderingly    -1
## 2330             bewilderment    -1
## 2331                  bewitch    -1
## 2332                     bias    -1
## 2333                   biased    -1
## 2334                   biases    -1
## 2335                   bicker    -1
## 2336                bickering    -1
## 2337              bid-rigging    -1
## 2338                bigotries    -1
## 2339                  bigotry    -1
## 2340                    bitch    -1
## 2341                   bitchy    -1
## 2342                   biting    -1
## 2343                 bitingly    -1
## 2344                   bitter    -1
## 2345                 bitterly    -1
## 2346               bitterness    -1
## 2347                  bizarre    -1
## 2348                     blab    -1
## 2349                  blabber    -1
## 2350                blackmail    -1
## 2351                     blah    -1
## 2352                    blame    -1
## 2353              blameworthy    -1
## 2354                    bland    -1
## 2355                 blandish    -1
## 2356                blaspheme    -1
## 2357              blasphemous    -1
## 2358                blasphemy    -1
## 2359                  blasted    -1
## 2360                  blatant    -1
## 2361                blatantly    -1
## 2362                  blather    -1
## 2363                    bleak    -1
## 2364                  bleakly    -1
## 2365                bleakness    -1
## 2366                    bleed    -1
## 2367                 bleeding    -1
## 2368                   bleeds    -1
## 2369                  blemish    -1
## 2370                    blind    -1
## 2371                 blinding    -1
## 2372               blindingly    -1
## 2373                blindside    -1
## 2374                  blister    -1
## 2375               blistering    -1
## 2376                  bloated    -1
## 2377                 blockage    -1
## 2378                blockhead    -1
## 2379                bloodshed    -1
## 2380             bloodthirsty    -1
## 2381                   bloody    -1
## 2382                  blotchy    -1
## 2383                     blow    -1
## 2384                  blunder    -1
## 2385               blundering    -1
## 2386                 blunders    -1
## 2387                    blunt    -1
## 2388                     blur    -1
## 2389                  bluring    -1
## 2390                  blurred    -1
## 2391                 blurring    -1
## 2392                   blurry    -1
## 2393                    blurs    -1
## 2394                    blurt    -1
## 2395                 boastful    -1
## 2396                   boggle    -1
## 2397                    bogus    -1
## 2398                     boil    -1
## 2399                  boiling    -1
## 2400               boisterous    -1
## 2401                     bomb    -1
## 2402                  bombard    -1
## 2403              bombardment    -1
## 2404                bombastic    -1
## 2405                  bondage    -1
## 2406                  bonkers    -1
## 2407                     bore    -1
## 2408                    bored    -1
## 2409                  boredom    -1
## 2410                    bores    -1
## 2411                   boring    -1
## 2412                    botch    -1
## 2413                   bother    -1
## 2414                 bothered    -1
## 2415                bothering    -1
## 2416                  bothers    -1
## 2417               bothersome    -1
## 2418               bowdlerize    -1
## 2419                  boycott    -1
## 2420                 braggart    -1
## 2421                  bragger    -1
## 2422                brainless    -1
## 2423                brainwash    -1
## 2424                    brash    -1
## 2425                  brashly    -1
## 2426                brashness    -1
## 2427                     brat    -1
## 2428                  bravado    -1
## 2429                   brazen    -1
## 2430                 brazenly    -1
## 2431               brazenness    -1
## 2432                   breach    -1
## 2433                    break    -1
## 2434                 break-up    -1
## 2435                break-ups    -1
## 2436                breakdown    -1
## 2437                 breaking    -1
## 2438                   breaks    -1
## 2439                  breakup    -1
## 2440                 breakups    -1
## 2441                  bribery    -1
## 2442                brimstone    -1
## 2443                  bristle    -1
## 2444                  brittle    -1
## 2445                    broke    -1
## 2446                   broken    -1
## 2447           broken-hearted    -1
## 2448                    brood    -1
## 2449                 browbeat    -1
## 2450                   bruise    -1
## 2451                  bruised    -1
## 2452                  bruises    -1
## 2453                 bruising    -1
## 2454                  brusque    -1
## 2455                   brutal    -1
## 2456              brutalising    -1
## 2457              brutalities    -1
## 2458                brutality    -1
## 2459                brutalize    -1
## 2460              brutalizing    -1
## 2461                 brutally    -1
## 2462                    brute    -1
## 2463                  brutish    -1
## 2464                       bs    -1
## 2465                   buckle    -1
## 2466                      bug    -1
## 2467                  bugging    -1
## 2468                    buggy    -1
## 2469                     bugs    -1
## 2470                  bulkier    -1
## 2471                bulkiness    -1
## 2472                    bulky    -1
## 2473                bulkyness    -1
## 2474                 bull****    -1
## 2475                 bull----    -1
## 2476                  bullies    -1
## 2477                 bullshit    -1
## 2478                 bullshyt    -1
## 2479                    bully    -1
## 2480                 bullying    -1
## 2481               bullyingly    -1
## 2482                      bum    -1
## 2483                     bump    -1
## 2484                   bumped    -1
## 2485                  bumping    -1
## 2486                 bumpping    -1
## 2487                    bumps    -1
## 2488                    bumpy    -1
## 2489                   bungle    -1
## 2490                  bungler    -1
## 2491                 bungling    -1
## 2492                     bunk    -1
## 2493                   burden    -1
## 2494               burdensome    -1
## 2495             burdensomely    -1
## 2496                     burn    -1
## 2497                   burned    -1
## 2498                  burning    -1
## 2499                    burns    -1
## 2500                     bust    -1
## 2501                    busts    -1
## 2502                 busybody    -1
## 2503                  butcher    -1
## 2504                 butchery    -1
## 2505                  buzzing    -1
## 2506                byzantine    -1
## 2507                   cackle    -1
## 2508               calamities    -1
## 2509               calamitous    -1
## 2510             calamitously    -1
## 2511                 calamity    -1
## 2512                  callous    -1
## 2513               calumniate    -1
## 2514             calumniation    -1
## 2515                calumnies    -1
## 2516               calumnious    -1
## 2517             calumniously    -1
## 2518                  calumny    -1
## 2519                   cancer    -1
## 2520                cancerous    -1
## 2521                 cannibal    -1
## 2522              cannibalize    -1
## 2523               capitulate    -1
## 2524               capricious    -1
## 2525             capriciously    -1
## 2526           capriciousness    -1
## 2527                  capsize    -1
## 2528                 careless    -1
## 2529             carelessness    -1
## 2530               caricature    -1
## 2531                  carnage    -1
## 2532                     carp    -1
## 2533               cartoonish    -1
## 2534            cash-strapped    -1
## 2535                castigate    -1
## 2536                castrated    -1
## 2537                 casualty    -1
## 2538                cataclysm    -1
## 2539              cataclysmal    -1
## 2540              cataclysmic    -1
## 2541          cataclysmically    -1
## 2542              catastrophe    -1
## 2543             catastrophes    -1
## 2544             catastrophic    -1
## 2545         catastrophically    -1
## 2546            catastrophies    -1
## 2547                  caustic    -1
## 2548              caustically    -1
## 2549               cautionary    -1
## 2550                     cave    -1
## 2551                  censure    -1
## 2552                    chafe    -1
## 2553                    chaff    -1
## 2554                  chagrin    -1
## 2555              challenging    -1
## 2556                    chaos    -1
## 2557                  chaotic    -1
## 2558                  chasten    -1
## 2559                 chastise    -1
## 2560             chastisement    -1
## 2561                  chatter    -1
## 2562               chatterbox    -1
## 2563                    cheap    -1
## 2564                  cheapen    -1
## 2565                  cheaply    -1
## 2566                    cheat    -1
## 2567                  cheated    -1
## 2568                  cheater    -1
## 2569                 cheating    -1
## 2570                   cheats    -1
## 2571                checkered    -1
## 2572                cheerless    -1
## 2573                   cheesy    -1
## 2574                    chide    -1
## 2575                 childish    -1
## 2576                    chill    -1
## 2577                   chilly    -1
## 2578                  chintzy    -1
## 2579                    choke    -1
## 2580                 choleric    -1
## 2581                   choppy    -1
## 2582                    chore    -1
## 2583                  chronic    -1
## 2584                   chunky    -1
## 2585                   clamor    -1
## 2586                clamorous    -1
## 2587                    clash    -1
## 2588                   cliche    -1
## 2589                  cliched    -1
## 2590                   clique    -1
## 2591                     clog    -1
## 2592                  clogged    -1
## 2593                    clogs    -1
## 2594                    cloud    -1
## 2595                 clouding    -1
## 2596                   cloudy    -1
## 2597                 clueless    -1
## 2598                   clumsy    -1
## 2599                   clunky    -1
## 2600                   coarse    -1
## 2601                    cocky    -1
## 2602                   coerce    -1
## 2603                 coercion    -1
## 2604                 coercive    -1
## 2605                     cold    -1
## 2606                   coldly    -1
## 2607                 collapse    -1
## 2608                  collude    -1
## 2609                collusion    -1
## 2610                combative    -1
## 2611                  combust    -1
## 2612                  comical    -1
## 2613              commiserate    -1
## 2614              commonplace    -1
## 2615                commotion    -1
## 2616               commotions    -1
## 2617               complacent    -1
## 2618                 complain    -1
## 2619               complained    -1
## 2620              complaining    -1
## 2621                complains    -1
## 2622                complaint    -1
## 2623               complaints    -1
## 2624                  complex    -1
## 2625              complicated    -1
## 2626             complication    -1
## 2627                complicit    -1
## 2628               compulsion    -1
## 2629               compulsive    -1
## 2630                  concede    -1
## 2631                 conceded    -1
## 2632                  conceit    -1
## 2633                conceited    -1
## 2634                   concen    -1
## 2635                  concens    -1
## 2636                  concern    -1
## 2637                concerned    -1
## 2638                 concerns    -1
## 2639               concession    -1
## 2640              concessions    -1
## 2641                  condemn    -1
## 2642              condemnable    -1
## 2643             condemnation    -1
## 2644                condemned    -1
## 2645                 condemns    -1
## 2646               condescend    -1
## 2647            condescending    -1
## 2648          condescendingly    -1
## 2649            condescension    -1
## 2650                  confess    -1
## 2651               confession    -1
## 2652              confessions    -1
## 2653                 confined    -1
## 2654                 conflict    -1
## 2655               conflicted    -1
## 2656              conflicting    -1
## 2657                conflicts    -1
## 2658                 confound    -1
## 2659               confounded    -1
## 2660              confounding    -1
## 2661                 confront    -1
## 2662            confrontation    -1
## 2663          confrontational    -1
## 2664                  confuse    -1
## 2665                 confused    -1
## 2666                 confuses    -1
## 2667                confusing    -1
## 2668                confusion    -1
## 2669               confusions    -1
## 2670                congested    -1
## 2671               congestion    -1
## 2672                     cons    -1
## 2673                 conscons    -1
## 2674             conservative    -1
## 2675              conspicuous    -1
## 2676            conspicuously    -1
## 2677             conspiracies    -1
## 2678               conspiracy    -1
## 2679              conspirator    -1
## 2680           conspiratorial    -1
## 2681                 conspire    -1
## 2682            consternation    -1
## 2683               contagious    -1
## 2684              contaminate    -1
## 2685             contaminated    -1
## 2686             contaminates    -1
## 2687            contaminating    -1
## 2688            contamination    -1
## 2689                 contempt    -1
## 2690             contemptible    -1
## 2691             contemptuous    -1
## 2692           contemptuously    -1
## 2693                  contend    -1
## 2694               contention    -1
## 2695              contentious    -1
## 2696                  contort    -1
## 2697              contortions    -1
## 2698               contradict    -1
## 2699            contradiction    -1
## 2700            contradictory    -1
## 2701             contrariness    -1
## 2702               contravene    -1
## 2703                 contrive    -1
## 2704                contrived    -1
## 2705            controversial    -1
## 2706              controversy    -1
## 2707               convoluted    -1
## 2708                  corrode    -1
## 2709                corrosion    -1
## 2710               corrosions    -1
## 2711                corrosive    -1
## 2712                  corrupt    -1
## 2713                corrupted    -1
## 2714               corrupting    -1
## 2715               corruption    -1
## 2716                 corrupts    -1
## 2717               corruptted    -1
## 2718                 costlier    -1
## 2719                   costly    -1
## 2720       counter-productive    -1
## 2721        counterproductive    -1
## 2722                 coupists    -1
## 2723                 covetous    -1
## 2724                   coward    -1
## 2725                 cowardly    -1
## 2726                   crabby    -1
## 2727                    crack    -1
## 2728                  cracked    -1
## 2729                   cracks    -1
## 2730                 craftily    -1
## 2731                  craftly    -1
## 2732                   crafty    -1
## 2733                    cramp    -1
## 2734                  cramped    -1
## 2735                 cramping    -1
## 2736                   cranky    -1
## 2737                     crap    -1
## 2738                   crappy    -1
## 2739                    craps    -1
## 2740                    crash    -1
## 2741                  crashed    -1
## 2742                  crashes    -1
## 2743                 crashing    -1
## 2744                    crass    -1
## 2745                   craven    -1
## 2746                 cravenly    -1
## 2747                    craze    -1
## 2748                  crazily    -1
## 2749                craziness    -1
## 2750                    crazy    -1
## 2751                    creak    -1
## 2752                 creaking    -1
## 2753                   creaks    -1
## 2754                credulous    -1
## 2755                    creep    -1
## 2756                 creeping    -1
## 2757                   creeps    -1
## 2758                   creepy    -1
## 2759                    crept    -1
## 2760                    crime    -1
## 2761                 criminal    -1
## 2762                   cringe    -1
## 2763                  cringed    -1
## 2764                  cringes    -1
## 2765                  cripple    -1
## 2766                 crippled    -1
## 2767                 cripples    -1
## 2768                crippling    -1
## 2769                   crisis    -1
## 2770                   critic    -1
## 2771                 critical    -1
## 2772                criticism    -1
## 2773               criticisms    -1
## 2774                criticize    -1
## 2775               criticized    -1
## 2776              criticizing    -1
## 2777                  critics    -1
## 2778                 cronyism    -1
## 2779                    crook    -1
## 2780                  crooked    -1
## 2781                   crooks    -1
## 2782                  crowded    -1
## 2783              crowdedness    -1
## 2784                    crude    -1
## 2785                    cruel    -1
## 2786                  crueler    -1
## 2787                 cruelest    -1
## 2788                  cruelly    -1
## 2789                cruelness    -1
## 2790                cruelties    -1
## 2791                  cruelty    -1
## 2792                  crumble    -1
## 2793                crumbling    -1
## 2794                   crummy    -1
## 2795                  crumple    -1
## 2796                 crumpled    -1
## 2797                 crumples    -1
## 2798                    crush    -1
## 2799                  crushed    -1
## 2800                 crushing    -1
## 2801                      cry    -1
## 2802                 culpable    -1
## 2803                  culprit    -1
## 2804               cumbersome    -1
## 2805                     cunt    -1
## 2806                    cunts    -1
## 2807                  cuplrit    -1
## 2808                    curse    -1
## 2809                   cursed    -1
## 2810                   curses    -1
## 2811                     curt    -1
## 2812                     cuss    -1
## 2813                   cussed    -1
## 2814                cutthroat    -1
## 2815                  cynical    -1
## 2816                 cynicism    -1
## 2817                     d*mn    -1
## 2818                   damage    -1
## 2819                  damaged    -1
## 2820                  damages    -1
## 2821                 damaging    -1
## 2822                     damn    -1
## 2823                 damnable    -1
## 2824                 damnably    -1
## 2825                damnation    -1
## 2826                   damned    -1
## 2827                  damning    -1
## 2828                   damper    -1
## 2829                   danger    -1
## 2830                dangerous    -1
## 2831            dangerousness    -1
## 2832                     dark    -1
## 2833                   darken    -1
## 2834                 darkened    -1
## 2835                   darker    -1
## 2836                 darkness    -1
## 2837                  dastard    -1
## 2838                dastardly    -1
## 2839                    daunt    -1
## 2840                 daunting    -1
## 2841               dauntingly    -1
## 2842                   dawdle    -1
## 2843                     daze    -1
## 2844                    dazed    -1
## 2845                     dead    -1
## 2846                 deadbeat    -1
## 2847                 deadlock    -1
## 2848                   deadly    -1
## 2849               deadweight    -1
## 2850                     deaf    -1
## 2851                   dearth    -1
## 2852                    death    -1
## 2853                  debacle    -1
## 2854                   debase    -1
## 2855               debasement    -1
## 2856                  debaser    -1
## 2857                debatable    -1
## 2858                  debauch    -1
## 2859                debaucher    -1
## 2860               debauchery    -1
## 2861               debilitate    -1
## 2862             debilitating    -1
## 2863                 debility    -1
## 2864                     debt    -1
## 2865                    debts    -1
## 2866                decadence    -1
## 2867                 decadent    -1
## 2868                    decay    -1
## 2869                  decayed    -1
## 2870                   deceit    -1
## 2871                deceitful    -1
## 2872              deceitfully    -1
## 2873            deceitfulness    -1
## 2874                  deceive    -1
## 2875                 deceiver    -1
## 2876                deceivers    -1
## 2877                deceiving    -1
## 2878                deception    -1
## 2879                deceptive    -1
## 2880              deceptively    -1
## 2881                  declaim    -1
## 2882                  decline    -1
## 2883                 declines    -1
## 2884                declining    -1
## 2885                decrement    -1
## 2886                 decrepit    -1
## 2887              decrepitude    -1
## 2888                    decry    -1
## 2889               defamation    -1
## 2890              defamations    -1
## 2891               defamatory    -1
## 2892                   defame    -1
## 2893                   defect    -1
## 2894                defective    -1
## 2895                  defects    -1
## 2896                defensive    -1
## 2897                 defiance    -1
## 2898                  defiant    -1
## 2899                defiantly    -1
## 2900             deficiencies    -1
## 2901               deficiency    -1
## 2902                deficient    -1
## 2903                   defile    -1
## 2904                  defiler    -1
## 2905                   deform    -1
## 2906                 deformed    -1
## 2907               defrauding    -1
## 2908                  defunct    -1
## 2909                     defy    -1
## 2910               degenerate    -1
## 2911             degenerately    -1
## 2912             degeneration    -1
## 2913              degradation    -1
## 2914                  degrade    -1
## 2915                degrading    -1
## 2916              degradingly    -1
## 2917           dehumanization    -1
## 2918               dehumanize    -1
## 2919                    deign    -1
## 2920                   deject    -1
## 2921                 dejected    -1
## 2922               dejectedly    -1
## 2923                dejection    -1
## 2924                    delay    -1
## 2925                  delayed    -1
## 2926                 delaying    -1
## 2927                   delays    -1
## 2928              delinquency    -1
## 2929               delinquent    -1
## 2930                delirious    -1
## 2931                 delirium    -1
## 2932                   delude    -1
## 2933                  deluded    -1
## 2934                   deluge    -1
## 2935                 delusion    -1
## 2936               delusional    -1
## 2937                delusions    -1
## 2938                   demean    -1
## 2939                demeaning    -1
## 2940                   demise    -1
## 2941                 demolish    -1
## 2942               demolisher    -1
## 2943                    demon    -1
## 2944                  demonic    -1
## 2945                 demonize    -1
## 2946                demonized    -1
## 2947                demonizes    -1
## 2948               demonizing    -1
## 2949               demoralize    -1
## 2950             demoralizing    -1
## 2951           demoralizingly    -1
## 2952                   denial    -1
## 2953                   denied    -1
## 2954                   denies    -1
## 2955                denigrate    -1
## 2956                 denounce    -1
## 2957                    dense    -1
## 2958                     dent    -1
## 2959                   dented    -1
## 2960                    dents    -1
## 2961               denunciate    -1
## 2962             denunciation    -1
## 2963            denunciations    -1
## 2964                     deny    -1
## 2965                  denying    -1
## 2966                  deplete    -1
## 2967               deplorable    -1
## 2968               deplorably    -1
## 2969                  deplore    -1
## 2970                deploring    -1
## 2971              deploringly    -1
## 2972                  deprave    -1
## 2973                 depraved    -1
## 2974               depravedly    -1
## 2975                deprecate    -1
## 2976                  depress    -1
## 2977                depressed    -1
## 2978               depressing    -1
## 2979             depressingly    -1
## 2980               depression    -1
## 2981              depressions    -1
## 2982                  deprive    -1
## 2983                 deprived    -1
## 2984                   deride    -1
## 2985                 derision    -1
## 2986                 derisive    -1
## 2987               derisively    -1
## 2988             derisiveness    -1
## 2989               derogatory    -1
## 2990                desecrate    -1
## 2991                   desert    -1
## 2992                desertion    -1
## 2993                desiccate    -1
## 2994               desiccated    -1
## 2995               desititute    -1
## 2996                 desolate    -1
## 2997               desolately    -1
## 2998               desolation    -1
## 2999                  despair    -1
## 3000               despairing    -1
## 3001             despairingly    -1
## 3002                desperate    -1
## 3003              desperately    -1
## 3004              desperation    -1
## 3005               despicable    -1
## 3006               despicably    -1
## 3007                  despise    -1
## 3008                 despised    -1
## 3009                  despoil    -1
## 3010                despoiler    -1
## 3011              despondence    -1
## 3012              despondency    -1
## 3013               despondent    -1
## 3014             despondently    -1
## 3015                   despot    -1
## 3016                 despotic    -1
## 3017                despotism    -1
## 3018          destabilisation    -1
## 3019                 destains    -1
## 3020                destitute    -1
## 3021              destitution    -1
## 3022                  destroy    -1
## 3023                destroyer    -1
## 3024              destruction    -1
## 3025              destructive    -1
## 3026                desultory    -1
## 3027                    deter    -1
## 3028              deteriorate    -1
## 3029            deteriorating    -1
## 3030            deterioration    -1
## 3031                deterrent    -1
## 3032                   detest    -1
## 3033               detestable    -1
## 3034               detestably    -1
## 3035                 detested    -1
## 3036                detesting    -1
## 3037                  detests    -1
## 3038                  detract    -1
## 3039                detracted    -1
## 3040               detracting    -1
## 3041               detraction    -1
## 3042                 detracts    -1
## 3043                detriment    -1
## 3044              detrimental    -1
## 3045                devastate    -1
## 3046               devastated    -1
## 3047               devastates    -1
## 3048              devastating    -1
## 3049            devastatingly    -1
## 3050              devastation    -1
## 3051                  deviate    -1
## 3052                deviation    -1
## 3053                    devil    -1
## 3054                 devilish    -1
## 3055               devilishly    -1
## 3056                devilment    -1
## 3057                  devilry    -1
## 3058                  devious    -1
## 3059                deviously    -1
## 3060              deviousness    -1
## 3061                   devoid    -1
## 3062                 diabolic    -1
## 3063               diabolical    -1
## 3064             diabolically    -1
## 3065            diametrically    -1
## 3066              diappointed    -1
## 3067                 diatribe    -1
## 3068                diatribes    -1
## 3069                     dick    -1
## 3070                 dictator    -1
## 3071              dictatorial    -1
## 3072                      die    -1
## 3073                 die-hard    -1
## 3074                     died    -1
## 3075                     dies    -1
## 3076                difficult    -1
## 3077             difficulties    -1
## 3078               difficulty    -1
## 3079               diffidence    -1
## 3080              dilapidated    -1
## 3081                  dilemma    -1
## 3082              dilly-dally    -1
## 3083                      dim    -1
## 3084                   dimmer    -1
## 3085                      din    -1
## 3086                     ding    -1
## 3087                    dings    -1
## 3088                    dinky    -1
## 3089                     dire    -1
## 3090                   direly    -1
## 3091                 direness    -1
## 3092                     dirt    -1
## 3093                  dirtbag    -1
## 3094                 dirtbags    -1
## 3095                    dirts    -1
## 3096                    dirty    -1
## 3097                  disable    -1
## 3098                 disabled    -1
## 3099                disaccord    -1
## 3100             disadvantage    -1
## 3101            disadvantaged    -1
## 3102          disadvantageous    -1
## 3103            disadvantages    -1
## 3104                disaffect    -1
## 3105              disaffected    -1
## 3106                disaffirm    -1
## 3107                 disagree    -1
## 3108             disagreeable    -1
## 3109             disagreeably    -1
## 3110                disagreed    -1
## 3111              disagreeing    -1
## 3112             disagreement    -1
## 3113                disagrees    -1
## 3114                 disallow    -1
## 3115              disapointed    -1
## 3116             disapointing    -1
## 3117            disapointment    -1
## 3118               disappoint    -1
## 3119             disappointed    -1
## 3120            disappointing    -1
## 3121          disappointingly    -1
## 3122           disappointment    -1
## 3123          disappointments    -1
## 3124              disappoints    -1
## 3125           disapprobation    -1
## 3126              disapproval    -1
## 3127               disapprove    -1
## 3128             disapproving    -1
## 3129                   disarm    -1
## 3130                 disarray    -1
## 3131                 disaster    -1
## 3132              disasterous    -1
## 3133               disastrous    -1
## 3134             disastrously    -1
## 3135                  disavow    -1
## 3136                disavowal    -1
## 3137                disbelief    -1
## 3138               disbelieve    -1
## 3139              disbeliever    -1
## 3140                 disclaim    -1
## 3141           discombobulate    -1
## 3142                discomfit    -1
## 3143           discomfititure    -1
## 3144               discomfort    -1
## 3145               discompose    -1
## 3146               disconcert    -1
## 3147             disconcerted    -1
## 3148            disconcerting    -1
## 3149          disconcertingly    -1
## 3150             disconsolate    -1
## 3151           disconsolately    -1
## 3152           disconsolation    -1
## 3153               discontent    -1
## 3154             discontented    -1
## 3155           discontentedly    -1
## 3156             discontinued    -1
## 3157            discontinuity    -1
## 3158            discontinuous    -1
## 3159                  discord    -1
## 3160              discordance    -1
## 3161               discordant    -1
## 3162           discountenance    -1
## 3163               discourage    -1
## 3164           discouragement    -1
## 3165             discouraging    -1
## 3166           discouragingly    -1
## 3167             discourteous    -1
## 3168           discourteously    -1
## 3169             discoutinous    -1
## 3170                discredit    -1
## 3171               discrepant    -1
## 3172             discriminate    -1
## 3173           discrimination    -1
## 3174           discriminatory    -1
## 3175                  disdain    -1
## 3176                disdained    -1
## 3177               disdainful    -1
## 3178             disdainfully    -1
## 3179                 disfavor    -1
## 3180                 disgrace    -1
## 3181                disgraced    -1
## 3182              disgraceful    -1
## 3183            disgracefully    -1
## 3184               disgruntle    -1
## 3185              disgruntled    -1
## 3186                  disgust    -1
## 3187                disgusted    -1
## 3188              disgustedly    -1
## 3189               disgustful    -1
## 3190             disgustfully    -1
## 3191               disgusting    -1
## 3192             disgustingly    -1
## 3193               dishearten    -1
## 3194            disheartening    -1
## 3195          dishearteningly    -1
## 3196                dishonest    -1
## 3197              dishonestly    -1
## 3198               dishonesty    -1
## 3199                 dishonor    -1
## 3200             dishonorable    -1
## 3201           dishonorablely    -1
## 3202              disillusion    -1
## 3203            disillusioned    -1
## 3204          disillusionment    -1
## 3205             disillusions    -1
## 3206           disinclination    -1
## 3207              disinclined    -1
## 3208             disingenuous    -1
## 3209           disingenuously    -1
## 3210             disintegrate    -1
## 3211            disintegrated    -1
## 3212            disintegrates    -1
## 3213           disintegration    -1
## 3214              disinterest    -1
## 3215            disinterested    -1
## 3216                  dislike    -1
## 3217                 disliked    -1
## 3218                 dislikes    -1
## 3219                disliking    -1
## 3220               dislocated    -1
## 3221                 disloyal    -1
## 3222               disloyalty    -1
## 3223                   dismal    -1
## 3224                 dismally    -1
## 3225               dismalness    -1
## 3226                   dismay    -1
## 3227                 dismayed    -1
## 3228                dismaying    -1
## 3229              dismayingly    -1
## 3230               dismissive    -1
## 3231             dismissively    -1
## 3232             disobedience    -1
## 3233              disobedient    -1
## 3234                  disobey    -1
## 3235             disoobedient    -1
## 3236                 disorder    -1
## 3237               disordered    -1
## 3238               disorderly    -1
## 3239             disorganized    -1
## 3240                disorient    -1
## 3241              disoriented    -1
## 3242                   disown    -1
## 3243                disparage    -1
## 3244              disparaging    -1
## 3245            disparagingly    -1
## 3246              dispensable    -1
## 3247                 dispirit    -1
## 3248               dispirited    -1
## 3249             dispiritedly    -1
## 3250              dispiriting    -1
## 3251                 displace    -1
## 3252                displaced    -1
## 3253                displease    -1
## 3254               displeased    -1
## 3255              displeasing    -1
## 3256              displeasure    -1
## 3257         disproportionate    -1
## 3258                 disprove    -1
## 3259               disputable    -1
## 3260                  dispute    -1
## 3261                 disputed    -1
## 3262                 disquiet    -1
## 3263              disquieting    -1
## 3264            disquietingly    -1
## 3265              disquietude    -1
## 3266                disregard    -1
## 3267             disregardful    -1
## 3268             disreputable    -1
## 3269                disrepute    -1
## 3270               disrespect    -1
## 3271           disrespectable    -1
## 3272         disrespectablity    -1
## 3273            disrespectful    -1
## 3274          disrespectfully    -1
## 3275        disrespectfulness    -1
## 3276            disrespecting    -1
## 3277                  disrupt    -1
## 3278               disruption    -1
## 3279               disruptive    -1
## 3280                     diss    -1
## 3281             dissapointed    -1
## 3282            dissappointed    -1
## 3283           dissappointing    -1
## 3284          dissatisfaction    -1
## 3285          dissatisfactory    -1
## 3286             dissatisfied    -1
## 3287             dissatisfies    -1
## 3288               dissatisfy    -1
## 3289            dissatisfying    -1
## 3290                   dissed    -1
## 3291                dissemble    -1
## 3292               dissembler    -1
## 3293               dissension    -1
## 3294                  dissent    -1
## 3295                dissenter    -1
## 3296               dissention    -1
## 3297               disservice    -1
## 3298                   disses    -1
## 3299               dissidence    -1
## 3300                dissident    -1
## 3301               dissidents    -1
## 3302                  dissing    -1
## 3303                dissocial    -1
## 3304                dissolute    -1
## 3305              dissolution    -1
## 3306               dissonance    -1
## 3307                dissonant    -1
## 3308              dissonantly    -1
## 3309                 dissuade    -1
## 3310               dissuasive    -1
## 3311                 distains    -1
## 3312                 distaste    -1
## 3313              distasteful    -1
## 3314            distastefully    -1
## 3315                  distort    -1
## 3316                distorted    -1
## 3317               distortion    -1
## 3318                 distorts    -1
## 3319                 distract    -1
## 3320              distracting    -1
## 3321              distraction    -1
## 3322               distraught    -1
## 3323             distraughtly    -1
## 3324           distraughtness    -1
## 3325                 distress    -1
## 3326               distressed    -1
## 3327              distressing    -1
## 3328            distressingly    -1
## 3329                 distrust    -1
## 3330              distrustful    -1
## 3331              distrusting    -1
## 3332                  disturb    -1
## 3333              disturbance    -1
## 3334                disturbed    -1
## 3335               disturbing    -1
## 3336             disturbingly    -1
## 3337                 disunity    -1
## 3338                 disvalue    -1
## 3339                divergent    -1
## 3340                 divisive    -1
## 3341               divisively    -1
## 3342             divisiveness    -1
## 3343                  dizzing    -1
## 3344                dizzingly    -1
## 3345                    dizzy    -1
## 3346                doddering    -1
## 3347                   dodgey    -1
## 3348                   dogged    -1
## 3349                 doggedly    -1
## 3350                 dogmatic    -1
## 3351                 doldrums    -1
## 3352                 domineer    -1
## 3353              domineering    -1
## 3354                  donside    -1
## 3355                     doom    -1
## 3356                   doomed    -1
## 3357                 doomsday    -1
## 3358                     dope    -1
## 3359                    doubt    -1
## 3360                 doubtful    -1
## 3361               doubtfully    -1
## 3362                   doubts    -1
## 3363                 douchbag    -1
## 3364                douchebag    -1
## 3365               douchebags    -1
## 3366                 downbeat    -1
## 3367                 downcast    -1
## 3368                   downer    -1
## 3369                 downfall    -1
## 3370               downfallen    -1
## 3371                downgrade    -1
## 3372              downhearted    -1
## 3373            downheartedly    -1
## 3374                 downhill    -1
## 3375                 downside    -1
## 3376                downsides    -1
## 3377                 downturn    -1
## 3378                downturns    -1
## 3379                     drab    -1
## 3380                draconian    -1
## 3381                 draconic    -1
## 3382                     drag    -1
## 3383                  dragged    -1
## 3384                 dragging    -1
## 3385                  dragoon    -1
## 3386                    drags    -1
## 3387                    drain    -1
## 3388                  drained    -1
## 3389                 draining    -1
## 3390                   drains    -1
## 3391                  drastic    -1
## 3392              drastically    -1
## 3393                 drawback    -1
## 3394                drawbacks    -1
## 3395                    dread    -1
## 3396                 dreadful    -1
## 3397               dreadfully    -1
## 3398             dreadfulness    -1
## 3399                   dreary    -1
## 3400                  dripped    -1
## 3401                 dripping    -1
## 3402                   drippy    -1
## 3403                    drips    -1
## 3404                   drones    -1
## 3405                    droop    -1
## 3406                   droops    -1
## 3407                 drop-out    -1
## 3408                drop-outs    -1
## 3409                  dropout    -1
## 3410                 dropouts    -1
## 3411                  drought    -1
## 3412                 drowning    -1
## 3413                    drunk    -1
## 3414                 drunkard    -1
## 3415                  drunken    -1
## 3416                  dubious    -1
## 3417                dubiously    -1
## 3418                dubitable    -1
## 3419                      dud    -1
## 3420                     dull    -1
## 3421                  dullard    -1
## 3422                     dumb    -1
## 3423                dumbfound    -1
## 3424                     dump    -1
## 3425                   dumped    -1
## 3426                  dumping    -1
## 3427                    dumps    -1
## 3428                    dunce    -1
## 3429                  dungeon    -1
## 3430                 dungeons    -1
## 3431                     dupe    -1
## 3432                     dust    -1
## 3433                    dusty    -1
## 3434                dwindling    -1
## 3435                    dying    -1
## 3436             earsplitting    -1
## 3437                eccentric    -1
## 3438             eccentricity    -1
## 3439                   effigy    -1
## 3440               effrontery    -1
## 3441               egocentric    -1
## 3442                 egomania    -1
## 3443                  egotism    -1
## 3444              egotistical    -1
## 3445            egotistically    -1
## 3446                egregious    -1
## 3447              egregiously    -1
## 3448          election-rigger    -1
## 3449              elimination    -1
## 3450                emaciated    -1
## 3451               emasculate    -1
## 3452                embarrass    -1
## 3453             embarrassing    -1
## 3454           embarrassingly    -1
## 3455            embarrassment    -1
## 3456                embattled    -1
## 3457                  embroil    -1
## 3458                embroiled    -1
## 3459              embroilment    -1
## 3460                emergency    -1
## 3461                 emphatic    -1
## 3462             emphatically    -1
## 3463                emptiness    -1
## 3464                 encroach    -1
## 3465             encroachment    -1
## 3466                 endanger    -1
## 3467                  enemies    -1
## 3468                    enemy    -1
## 3469                 enervate    -1
## 3470                 enfeeble    -1
## 3471                  enflame    -1
## 3472                   engulf    -1
## 3473                   enjoin    -1
## 3474                   enmity    -1
## 3475                   enrage    -1
## 3476                  enraged    -1
## 3477                 enraging    -1
## 3478                  enslave    -1
## 3479                 entangle    -1
## 3480             entanglement    -1
## 3481                   entrap    -1
## 3482               entrapment    -1
## 3483                  envious    -1
## 3484                enviously    -1
## 3485              enviousness    -1
## 3486                 epidemic    -1
## 3487                equivocal    -1
## 3488                    erase    -1
## 3489                    erode    -1
## 3490                   erodes    -1
## 3491                  erosion    -1
## 3492                      err    -1
## 3493                   errant    -1
## 3494                  erratic    -1
## 3495              erratically    -1
## 3496                erroneous    -1
## 3497              erroneously    -1
## 3498                    error    -1
## 3499                   errors    -1
## 3500                eruptions    -1
## 3501                 escapade    -1
## 3502                   eschew    -1
## 3503                estranged    -1
## 3504                    evade    -1
## 3505                  evasion    -1
## 3506                  evasive    -1
## 3507                     evil    -1
## 3508                 evildoer    -1
## 3509                    evils    -1
## 3510               eviscerate    -1
## 3511               exacerbate    -1
## 3512                exagerate    -1
## 3513               exagerated    -1
## 3514               exagerates    -1
## 3515               exaggerate    -1
## 3516             exaggeration    -1
## 3517               exasperate    -1
## 3518              exasperated    -1
## 3519             exasperating    -1
## 3520           exasperatingly    -1
## 3521             exasperation    -1
## 3522                excessive    -1
## 3523              excessively    -1
## 3524                exclusion    -1
## 3525                excoriate    -1
## 3526             excruciating    -1
## 3527           excruciatingly    -1
## 3528                   excuse    -1
## 3529                  excuses    -1
## 3530                 execrate    -1
## 3531                  exhaust    -1
## 3532                exhausted    -1
## 3533               exhaustion    -1
## 3534                 exhausts    -1
## 3535              exhorbitant    -1
## 3536                   exhort    -1
## 3537                    exile    -1
## 3538               exorbitant    -1
## 3539           exorbitantance    -1
## 3540             exorbitantly    -1
## 3541                    expel    -1
## 3542                expensive    -1
## 3543                   expire    -1
## 3544                  expired    -1
## 3545                  explode    -1
## 3546                  exploit    -1
## 3547             exploitation    -1
## 3548                explosive    -1
## 3549              expropriate    -1
## 3550            expropriation    -1
## 3551                  expulse    -1
## 3552                  expunge    -1
## 3553              exterminate    -1
## 3554            extermination    -1
## 3555               extinguish    -1
## 3556                   extort    -1
## 3557                extortion    -1
## 3558               extraneous    -1
## 3559             extravagance    -1
## 3560              extravagant    -1
## 3561            extravagantly    -1
## 3562                extremism    -1
## 3563                extremist    -1
## 3564               extremists    -1
## 3565                  eyesore    -1
## 3566                     f**k    -1
## 3567                fabricate    -1
## 3568              fabrication    -1
## 3569                facetious    -1
## 3570              facetiously    -1
## 3571                     fail    -1
## 3572                   failed    -1
## 3573                  failing    -1
## 3574                    fails    -1
## 3575                  failure    -1
## 3576                 failures    -1
## 3577                    faint    -1
## 3578             fainthearted    -1
## 3579                faithless    -1
## 3580                     fake    -1
## 3581                     fall    -1
## 3582                fallacies    -1
## 3583               fallacious    -1
## 3584             fallaciously    -1
## 3585           fallaciousness    -1
## 3586                  fallacy    -1
## 3587                   fallen    -1
## 3588                  falling    -1
## 3589                  fallout    -1
## 3590                    falls    -1
## 3591                    false    -1
## 3592                falsehood    -1
## 3593                  falsely    -1
## 3594                  falsify    -1
## 3595                   falter    -1
## 3596                 faltered    -1
## 3597                   famine    -1
## 3598                 famished    -1
## 3599                  fanatic    -1
## 3600                fanatical    -1
## 3601              fanatically    -1
## 3602               fanaticism    -1
## 3603                 fanatics    -1
## 3604                 fanciful    -1
## 3605              far-fetched    -1
## 3606                    farce    -1
## 3607                 farcical    -1
## 3608 farcical-yet-provocative    -1
## 3609               farcically    -1
## 3610               farfetched    -1
## 3611                  fascism    -1
## 3612                  fascist    -1
## 3613               fastidious    -1
## 3614             fastidiously    -1
## 3615                 fastuous    -1
## 3616                      fat    -1
## 3617                  fat-cat    -1
## 3618                 fat-cats    -1
## 3619                    fatal    -1
## 3620               fatalistic    -1
## 3621           fatalistically    -1
## 3622                  fatally    -1
## 3623                   fatcat    -1
## 3624                  fatcats    -1
## 3625                  fateful    -1
## 3626                fatefully    -1
## 3627               fathomless    -1
## 3628                  fatigue    -1
## 3629                 fatigued    -1
## 3630                  fatique    -1
## 3631                    fatty    -1
## 3632                  fatuity    -1
## 3633                  fatuous    -1
## 3634                fatuously    -1
## 3635                    fault    -1
## 3636                   faults    -1
## 3637                   faulty    -1
## 3638                fawningly    -1
## 3639                     faze    -1
## 3640                     fear    -1
## 3641                  fearful    -1
## 3642                fearfully    -1
## 3643                    fears    -1
## 3644                 fearsome    -1
## 3645                 feckless    -1
## 3646                   feeble    -1
## 3647                 feeblely    -1
## 3648             feebleminded    -1
## 3649                    feign    -1
## 3650                    feint    -1
## 3651                     fell    -1
## 3652                    felon    -1
## 3653                felonious    -1
## 3654              ferociously    -1
## 3655                 ferocity    -1
## 3656                    fetid    -1
## 3657                    fever    -1
## 3658                 feverish    -1
## 3659                   fevers    -1
## 3660                   fiasco    -1
## 3661                      fib    -1
## 3662                   fibber    -1
## 3663                   fickle    -1
## 3664                  fiction    -1
## 3665                fictional    -1
## 3666               fictitious    -1
## 3667                   fidget    -1
## 3668                  fidgety    -1
## 3669                    fiend    -1
## 3670                 fiendish    -1
## 3671                   fierce    -1
## 3672               figurehead    -1
## 3673                    filth    -1
## 3674                   filthy    -1
## 3675                  finagle    -1
## 3676                  finicky    -1
## 3677                 fissures    -1
## 3678                     fist    -1
## 3679              flabbergast    -1
## 3680            flabbergasted    -1
## 3681                 flagging    -1
## 3682                 flagrant    -1
## 3683               flagrantly    -1
## 3684                    flair    -1
## 3685                   flairs    -1
## 3686                     flak    -1
## 3687                    flake    -1
## 3688                   flakey    -1
## 3689               flakieness    -1
## 3690                  flaking    -1
## 3691                    flaky    -1
## 3692                    flare    -1
## 3693                   flares    -1
## 3694                  flareup    -1
## 3695                 flareups    -1
## 3696                 flat-out    -1
## 3697                   flaunt    -1
## 3698                     flaw    -1
## 3699                   flawed    -1
## 3700                    flaws    -1
## 3701                     flee    -1
## 3702                    fleed    -1
## 3703                  fleeing    -1
## 3704                    fleer    -1
## 3705                    flees    -1
## 3706                 fleeting    -1
## 3707                flicering    -1
## 3708                  flicker    -1
## 3709               flickering    -1
## 3710                 flickers    -1
## 3711                  flighty    -1
## 3712                 flimflam    -1
## 3713                   flimsy    -1
## 3714                    flirt    -1
## 3715                   flirty    -1
## 3716                  floored    -1
## 3717                 flounder    -1
## 3718              floundering    -1
## 3719                    flout    -1
## 3720                  fluster    -1
## 3721                      foe    -1
## 3722                     fool    -1
## 3723                   fooled    -1
## 3724                foolhardy    -1
## 3725                  foolish    -1
## 3726                foolishly    -1
## 3727              foolishness    -1
## 3728                   forbid    -1
## 3729                forbidden    -1
## 3730               forbidding    -1
## 3731                 forceful    -1
## 3732               foreboding    -1
## 3733             forebodingly    -1
## 3734                  forfeit    -1
## 3735                   forged    -1
## 3736                forgetful    -1
## 3737              forgetfully    -1
## 3738            forgetfulness    -1
## 3739                  forlorn    -1
## 3740                forlornly    -1
## 3741                  forsake    -1
## 3742                 forsaken    -1
## 3743                 forswear    -1
## 3744                     foul    -1
## 3745                   foully    -1
## 3746                 foulness    -1
## 3747                fractious    -1
## 3748              fractiously    -1
## 3749                 fracture    -1
## 3750                  fragile    -1
## 3751               fragmented    -1
## 3752                    frail    -1
## 3753                  frantic    -1
## 3754              frantically    -1
## 3755                franticly    -1
## 3756                    fraud    -1
## 3757               fraudulent    -1
## 3758                  fraught    -1
## 3759                  frazzle    -1
## 3760                 frazzled    -1
## 3761                    freak    -1
## 3762                 freaking    -1
## 3763                 freakish    -1
## 3764               freakishly    -1
## 3765                   freaks    -1
## 3766                   freeze    -1
## 3767                  freezes    -1
## 3768                 freezing    -1
## 3769                 frenetic    -1
## 3770             frenetically    -1
## 3771                 frenzied    -1
## 3772                   frenzy    -1
## 3773                     fret    -1
## 3774                  fretful    -1
## 3775                    frets    -1
## 3776                 friction    -1
## 3777                frictions    -1
## 3778                    fried    -1
## 3779                  friggin    -1
## 3780                 frigging    -1
## 3781                   fright    -1
## 3782                 frighten    -1
## 3783              frightening    -1
## 3784            frighteningly    -1
## 3785                frightful    -1
## 3786              frightfully    -1
## 3787                   frigid    -1
## 3788                    frost    -1
## 3789                    frown    -1
## 3790                    froze    -1
## 3791                   frozen    -1
## 3792                fruitless    -1
## 3793              fruitlessly    -1
## 3794                frustrate    -1
## 3795               frustrated    -1
## 3796               frustrates    -1
## 3797              frustrating    -1
## 3798            frustratingly    -1
## 3799              frustration    -1
## 3800             frustrations    -1
## 3801                     fuck    -1
## 3802                  fucking    -1
## 3803                    fudge    -1
## 3804                 fugitive    -1
## 3805               full-blown    -1
## 3806                fulminate    -1
## 3807                   fumble    -1
## 3808                     fume    -1
## 3809                    fumes    -1
## 3810           fundamentalism    -1
## 3811                    funky    -1
## 3812                  funnily    -1
## 3813                    funny    -1
## 3814                  furious    -1
## 3815                furiously    -1
## 3816                    furor    -1
## 3817                     fury    -1
## 3818                     fuss    -1
## 3819                    fussy    -1
## 3820                fustigate    -1
## 3821                    fusty    -1
## 3822                   futile    -1
## 3823                 futilely    -1
## 3824                 futility    -1
## 3825                    fuzzy    -1
## 3826                   gabble    -1
## 3827                     gaff    -1
## 3828                    gaffe    -1
## 3829                  gainsay    -1
## 3830                gainsayer    -1
## 3831                     gall    -1
## 3832                  galling    -1
## 3833                gallingly    -1
## 3834                    galls    -1
## 3835                 gangster    -1
## 3836                     gape    -1
## 3837                  garbage    -1
## 3838                   garish    -1
## 3839                     gasp    -1
## 3840                   gauche    -1
## 3841                    gaudy    -1
## 3842                     gawk    -1
## 3843                    gawky    -1
## 3844                   geezer    -1
## 3845                 genocide    -1
## 3846                 get-rich    -1
## 3847                  ghastly    -1
## 3848                   ghetto    -1
## 3849                 ghosting    -1
## 3850                   gibber    -1
## 3851                gibberish    -1
## 3852                     gibe    -1
## 3853                    giddy    -1
## 3854                  gimmick    -1
## 3855                gimmicked    -1
## 3856               gimmicking    -1
## 3857                 gimmicks    -1
## 3858                 gimmicky    -1
## 3859                    glare    -1
## 3860                glaringly    -1
## 3861                     glib    -1
## 3862                   glibly    -1
## 3863                   glitch    -1
## 3864                 glitches    -1
## 3865               gloatingly    -1
## 3866                    gloom    -1
## 3867                   gloomy    -1
## 3868                   glower    -1
## 3869                     glum    -1
## 3870                     glut    -1
## 3871                  gnawing    -1
## 3872                     goad    -1
## 3873                  goading    -1
## 3874                god-awful    -1
## 3875                     goof    -1
## 3876                    goofy    -1
## 3877                     goon    -1
## 3878                   gossip    -1
## 3879                graceless    -1
## 3880              gracelessly    -1
## 3881                    graft    -1
## 3882                   grainy    -1
## 3883                  grapple    -1
## 3884                    grate    -1
## 3885                  grating    -1
## 3886                  gravely    -1
## 3887                   greasy    -1
## 3888                    greed    -1
## 3889                   greedy    -1
## 3890                    grief    -1
## 3891                grievance    -1
## 3892               grievances    -1
## 3893                   grieve    -1
## 3894                 grieving    -1
## 3895                 grievous    -1
## 3896               grievously    -1
## 3897                     grim    -1
## 3898                  grimace    -1
## 3899                    grind    -1
## 3900                    gripe    -1
## 3901                   gripes    -1
## 3902                   grisly    -1
## 3903                   gritty    -1
## 3904                    gross    -1
## 3905                  grossly    -1
## 3906                grotesque    -1
## 3907                   grouch    -1
## 3908                  grouchy    -1
## 3909               groundless    -1
## 3910                   grouse    -1
## 3911                    growl    -1
## 3912                   grudge    -1
## 3913                  grudges    -1
## 3914                 grudging    -1
## 3915               grudgingly    -1
## 3916                 gruesome    -1
## 3917               gruesomely    -1
## 3918                    gruff    -1
## 3919                  grumble    -1
## 3920                 grumpier    -1
## 3921                grumpiest    -1
## 3922                 grumpily    -1
## 3923                 grumpish    -1
## 3924                   grumpy    -1
## 3925                    guile    -1
## 3926                    guilt    -1
## 3927                 guiltily    -1
## 3928                   guilty    -1
## 3929                 gullible    -1
## 3930                  gutless    -1
## 3931                   gutter    -1
## 3932                     hack    -1
## 3933                    hacks    -1
## 3934                  haggard    -1
## 3935                   haggle    -1
## 3936                 hairloss    -1
## 3937              halfhearted    -1
## 3938            halfheartedly    -1
## 3939              hallucinate    -1
## 3940            hallucination    -1
## 3941                   hamper    -1
## 3942                 hampered    -1
## 3943              handicapped    -1
## 3944                     hang    -1
## 3945                    hangs    -1
## 3946                haphazard    -1
## 3947                  hapless    -1
## 3948                 harangue    -1
## 3949                   harass    -1
## 3950                 harassed    -1
## 3951                 harasses    -1
## 3952               harassment    -1
## 3953                harboring    -1
## 3954                  harbors    -1
## 3955                     hard    -1
## 3956                 hard-hit    -1
## 3957                hard-line    -1
## 3958               hard-liner    -1
## 3959                 hardball    -1
## 3960                   harden    -1
## 3961                 hardened    -1
## 3962               hardheaded    -1
## 3963              hardhearted    -1
## 3964                hardliner    -1
## 3965               hardliners    -1
## 3966                 hardship    -1
## 3967                hardships    -1
## 3968                     harm    -1
## 3969                   harmed    -1
## 3970                  harmful    -1
## 3971                    harms    -1
## 3972                    harpy    -1
## 3973                 harridan    -1
## 3974                  harried    -1
## 3975                   harrow    -1
## 3976                    harsh    -1
## 3977                  harshly    -1
## 3978                hasseling    -1
## 3979                   hassle    -1
## 3980                  hassled    -1
## 3981                  hassles    -1
## 3982                    haste    -1
## 3983                  hastily    -1
## 3984                    hasty    -1
## 3985                     hate    -1
## 3986                    hated    -1
## 3987                  hateful    -1
## 3988                hatefully    -1
## 3989              hatefulness    -1
## 3990                    hater    -1
## 3991                   haters    -1
## 3992                    hates    -1
## 3993                   hating    -1
## 3994                   hatred    -1
## 3995                haughtily    -1
## 3996                  haughty    -1
## 3997                    haunt    -1
## 3998                 haunting    -1
## 3999                    havoc    -1
## 4000                  hawkish    -1
## 4001                  haywire    -1
## 4002                   hazard    -1
## 4003                hazardous    -1
## 4004                     haze    -1
## 4005                     hazy    -1
## 4006               head-aches    -1
## 4007                 headache    -1
## 4008                headaches    -1
## 4009             heartbreaker    -1
## 4010            heartbreaking    -1
## 4011          heartbreakingly    -1
## 4012                heartless    -1
## 4013                  heathen    -1
## 4014             heavy-handed    -1
## 4015             heavyhearted    -1
## 4016                     heck    -1
## 4017                   heckle    -1
## 4018                  heckled    -1
## 4019                  heckles    -1
## 4020                   hectic    -1
## 4021                    hedge    -1
## 4022               hedonistic    -1
## 4023                 heedless    -1
## 4024                    hefty    -1
## 4025               hegemonism    -1
## 4026             hegemonistic    -1
## 4027                 hegemony    -1
## 4028                  heinous    -1
## 4029                     hell    -1
## 4030                hell-bent    -1
## 4031                  hellion    -1
## 4032                    hells    -1
## 4033                 helpless    -1
## 4034               helplessly    -1
## 4035             helplessness    -1
## 4036                   heresy    -1
## 4037                  heretic    -1
## 4038                heretical    -1
## 4039                 hesitant    -1
## 4040                hestitant    -1
## 4041                  hideous    -1
## 4042                hideously    -1
## 4043              hideousness    -1
## 4044              high-priced    -1
## 4045               hiliarious    -1
## 4046                   hinder    -1
## 4047                hindrance    -1
## 4048                     hiss    -1
## 4049                   hissed    -1
## 4050                  hissing    -1
## 4051                   ho-hum    -1
## 4052                    hoard    -1
## 4053                     hoax    -1
## 4054                   hobble    -1
## 4055                     hogs    -1
## 4056                   hollow    -1
## 4057                  hoodium    -1
## 4058                 hoodwink    -1
## 4059                 hooligan    -1
## 4060                 hopeless    -1
## 4061               hopelessly    -1
## 4062             hopelessness    -1
## 4063                    horde    -1
## 4064               horrendous    -1
## 4065             horrendously    -1
## 4066                 horrible    -1
## 4067                   horrid    -1
## 4068                 horrific    -1
## 4069                horrified    -1
## 4070                horrifies    -1
## 4071                  horrify    -1
## 4072               horrifying    -1
## 4073                 horrifys    -1
## 4074                  hostage    -1
## 4075                  hostile    -1
## 4076              hostilities    -1
## 4077                hostility    -1
## 4078                  hotbeds    -1
## 4079                  hothead    -1
## 4080                hotheaded    -1
## 4081                 hothouse    -1
## 4082                   hubris    -1
## 4083                 huckster    -1
## 4084                      hum    -1
## 4085                    humid    -1
## 4086                humiliate    -1
## 4087              humiliating    -1
## 4088              humiliation    -1
## 4089                  humming    -1
## 4090                     hung    -1
## 4091                     hurt    -1
## 4092                   hurted    -1
## 4093                  hurtful    -1
## 4094                  hurting    -1
## 4095                    hurts    -1
## 4096                  hustler    -1
## 4097                     hype    -1
## 4098                hypocricy    -1
## 4099                hypocrisy    -1
## 4100                hypocrite    -1
## 4101               hypocrites    -1
## 4102             hypocritical    -1
## 4103           hypocritically    -1
## 4104                 hysteria    -1
## 4105                 hysteric    -1
## 4106               hysterical    -1
## 4107             hysterically    -1
## 4108                hysterics    -1
## 4109                 idiocies    -1
## 4110                   idiocy    -1
## 4111                    idiot    -1
## 4112                  idiotic    -1
## 4113              idiotically    -1
## 4114                   idiots    -1
## 4115                     idle    -1
## 4116                  ignoble    -1
## 4117              ignominious    -1
## 4118            ignominiously    -1
## 4119                 ignominy    -1
## 4120                ignorance    -1
## 4121                 ignorant    -1
## 4122                   ignore    -1
## 4123              ill-advised    -1
## 4124            ill-conceived    -1
## 4125              ill-defined    -1
## 4126             ill-designed    -1
## 4127                ill-fated    -1
## 4128              ill-favored    -1
## 4129               ill-formed    -1
## 4130             ill-mannered    -1
## 4131              ill-natured    -1
## 4132               ill-sorted    -1
## 4133             ill-tempered    -1
## 4134              ill-treated    -1
## 4135            ill-treatment    -1
## 4136                ill-usage    -1
## 4137                 ill-used    -1
## 4138                  illegal    -1
## 4139                illegally    -1
## 4140             illegitimate    -1
## 4141                  illicit    -1
## 4142               illiterate    -1
## 4143                  illness    -1
## 4144                  illogic    -1
## 4145                illogical    -1
## 4146              illogically    -1
## 4147                 illusion    -1
## 4148                illusions    -1
## 4149                 illusory    -1
## 4150                imaginary    -1
## 4151                imbalance    -1
## 4152                 imbecile    -1
## 4153                imbroglio    -1
## 4154               immaterial    -1
## 4155                 immature    -1
## 4156                imminence    -1
## 4157               imminently    -1
## 4158              immobilized    -1
## 4159               immoderate    -1
## 4160             immoderately    -1
## 4161                 immodest    -1
## 4162                  immoral    -1
## 4163               immorality    -1
## 4164                immorally    -1
## 4165                immovable    -1
## 4166                   impair    -1
## 4167                 impaired    -1
## 4168                  impasse    -1
## 4169               impatience    -1
## 4170                impatient    -1
## 4171              impatiently    -1
## 4172                  impeach    -1
## 4173                impedance    -1
## 4174                   impede    -1
## 4175               impediment    -1
## 4176                impending    -1
## 4177               impenitent    -1
## 4178                imperfect    -1
## 4179             imperfection    -1
## 4180            imperfections    -1
## 4181              imperfectly    -1
## 4182              imperialist    -1
## 4183                  imperil    -1
## 4184                imperious    -1
## 4185              imperiously    -1
## 4186            impermissible    -1
## 4187               impersonal    -1
## 4188              impertinent    -1
## 4189                impetuous    -1
## 4190              impetuously    -1
## 4191                  impiety    -1
## 4192                  impinge    -1
## 4193                  impious    -1
## 4194               implacable    -1
## 4195              implausible    -1
## 4196              implausibly    -1
## 4197                implicate    -1
## 4198              implication    -1
## 4199                  implode    -1
## 4200                 impolite    -1
## 4201               impolitely    -1
## 4202                impolitic    -1
## 4203              importunate    -1
## 4204                importune    -1
## 4205                   impose    -1
## 4206                 imposers    -1
## 4207                 imposing    -1
## 4208               imposition    -1
## 4209               impossible    -1
## 4210             impossiblity    -1
## 4211               impossibly    -1
## 4212                 impotent    -1
## 4213               impoverish    -1
## 4214             impoverished    -1
## 4215              impractical    -1
## 4216                imprecate    -1
## 4217                imprecise    -1
## 4218              imprecisely    -1
## 4219              imprecision    -1
## 4220                 imprison    -1
## 4221             imprisonment    -1
## 4222            improbability    -1
## 4223               improbable    -1
## 4224               improbably    -1
## 4225                 improper    -1
## 4226               improperly    -1
## 4227              impropriety    -1
## 4228               imprudence    -1
## 4229                imprudent    -1
## 4230                impudence    -1
## 4231                 impudent    -1
## 4232               impudently    -1
## 4233                   impugn    -1
## 4234                impulsive    -1
## 4235              impulsively    -1
## 4236                 impunity    -1
## 4237                   impure    -1
## 4238                 impurity    -1
## 4239                inability    -1
## 4240             inaccuracies    -1
## 4241               inaccuracy    -1
## 4242               inaccurate    -1
## 4243             inaccurately    -1
## 4244                 inaction    -1
## 4245                 inactive    -1
## 4246               inadequacy    -1
## 4247               inadequate    -1
## 4248             inadequately    -1
## 4249               inadverent    -1
## 4250             inadverently    -1
## 4251              inadvisable    -1
## 4252              inadvisably    -1
## 4253                    inane    -1
## 4254                  inanely    -1
## 4255            inappropriate    -1
## 4256          inappropriately    -1
## 4257                    inapt    -1
## 4258               inaptitude    -1
## 4259             inarticulate    -1
## 4260              inattentive    -1
## 4261                inaudible    -1
## 4262                incapable    -1
## 4263                incapably    -1
## 4264               incautious    -1
## 4265               incendiary    -1
## 4266                  incense    -1
## 4267                incessant    -1
## 4268              incessantly    -1
## 4269                   incite    -1
## 4270               incitement    -1
## 4271               incivility    -1
## 4272                inclement    -1
## 4273              incognizant    -1
## 4274              incoherence    -1
## 4275               incoherent    -1
## 4276             incoherently    -1
## 4277           incommensurate    -1
## 4278             incomparable    -1
## 4279             incomparably    -1
## 4280          incompatability    -1
## 4281          incompatibility    -1
## 4282             incompatible    -1
## 4283             incompetence    -1
## 4284              incompetent    -1
## 4285            incompetently    -1
## 4286               incomplete    -1
## 4287              incompliant    -1
## 4288         incomprehensible    -1
## 4289          incomprehension    -1
## 4290            inconceivable    -1
## 4291            inconceivably    -1
## 4292              incongruous    -1
## 4293            incongruously    -1
## 4294             inconsequent    -1
## 4295          inconsequential    -1
## 4296        inconsequentially    -1
## 4297           inconsequently    -1
## 4298            inconsiderate    -1
## 4299          inconsiderately    -1
## 4300            inconsistence    -1
## 4301          inconsistencies    -1
## 4302            inconsistency    -1
## 4303             inconsistent    -1
## 4304             inconsolable    -1
## 4305             inconsolably    -1
## 4306               inconstant    -1
## 4307            inconvenience    -1
## 4308           inconveniently    -1
## 4309                incorrect    -1
## 4310              incorrectly    -1
## 4311             incorrigible    -1
## 4312             incorrigibly    -1
## 4313              incredulous    -1
## 4314            incredulously    -1
## 4315                inculcate    -1
## 4316                indecency    -1
## 4317                 indecent    -1
## 4318               indecently    -1
## 4319               indecision    -1
## 4320               indecisive    -1
## 4321             indecisively    -1
## 4322                indecorum    -1
## 4323             indefensible    -1
## 4324               indelicate    -1
## 4325           indeterminable    -1
## 4326           indeterminably    -1
## 4327            indeterminate    -1
## 4328             indifference    -1
## 4329              indifferent    -1
## 4330                 indigent    -1
## 4331                indignant    -1
## 4332              indignantly    -1
## 4333              indignation    -1
## 4334                indignity    -1
## 4335            indiscernible    -1
## 4336               indiscreet    -1
## 4337             indiscreetly    -1
## 4338             indiscretion    -1
## 4339           indiscriminate    -1
## 4340         indiscriminately    -1
## 4341         indiscriminating    -1
## 4342        indistinguishable    -1
## 4343             indoctrinate    -1
## 4344           indoctrination    -1
## 4345                 indolent    -1
## 4346                  indulge    -1
## 4347              ineffective    -1
## 4348            ineffectively    -1
## 4349          ineffectiveness    -1
## 4350              ineffectual    -1
## 4351            ineffectually    -1
## 4352          ineffectualness    -1
## 4353            inefficacious    -1
## 4354               inefficacy    -1
## 4355             inefficiency    -1
## 4356              inefficient    -1
## 4357            inefficiently    -1
## 4358               inelegance    -1
## 4359                inelegant    -1
## 4360               ineligible    -1
## 4361               ineloquent    -1
## 4362             ineloquently    -1
## 4363                    inept    -1
## 4364               ineptitude    -1
## 4365                  ineptly    -1
## 4366             inequalities    -1
## 4367               inequality    -1
## 4368              inequitable    -1
## 4369              inequitably    -1
## 4370               inequities    -1
## 4371              inescapable    -1
## 4372              inescapably    -1
## 4373              inessential    -1
## 4374               inevitable    -1
## 4375               inevitably    -1
## 4376              inexcusable    -1
## 4377              inexcusably    -1
## 4378               inexorable    -1
## 4379               inexorably    -1
## 4380             inexperience    -1
## 4381            inexperienced    -1
## 4382                 inexpert    -1
## 4383               inexpertly    -1
## 4384               inexpiable    -1
## 4385            inexplainable    -1
## 4386             inextricable    -1
## 4387             inextricably    -1
## 4388                 infamous    -1
## 4389               infamously    -1
## 4390                   infamy    -1
## 4391                 infected    -1
## 4392                infection    -1
## 4393               infections    -1
## 4394                 inferior    -1
## 4395              inferiority    -1
## 4396                 infernal    -1
## 4397                   infest    -1
## 4398                 infested    -1
## 4399                  infidel    -1
## 4400                 infidels    -1
## 4401              infiltrator    -1
## 4402             infiltrators    -1
## 4403                   infirm    -1
## 4404                  inflame    -1
## 4405             inflammation    -1
## 4406             inflammatory    -1
## 4407                inflammed    -1
## 4408                 inflated    -1
## 4409             inflationary    -1
## 4410               inflexible    -1
## 4411                  inflict    -1
## 4412               infraction    -1
## 4413                 infringe    -1
## 4414             infringement    -1
## 4415            infringements    -1
## 4416                infuriate    -1
## 4417               infuriated    -1
## 4418              infuriating    -1
## 4419            infuriatingly    -1
## 4420               inglorious    -1
## 4421                  ingrate    -1
## 4422              ingratitude    -1
## 4423                  inhibit    -1
## 4424               inhibition    -1
## 4425             inhospitable    -1
## 4426            inhospitality    -1
## 4427                  inhuman    -1
## 4428                 inhumane    -1
## 4429               inhumanity    -1
## 4430                 inimical    -1
## 4431               inimically    -1
## 4432               iniquitous    -1
## 4433                 iniquity    -1
## 4434              injudicious    -1
## 4435                   injure    -1
## 4436                injurious    -1
## 4437                   injury    -1
## 4438                injustice    -1
## 4439               injustices    -1
## 4440                 innuendo    -1
## 4441               inoperable    -1
## 4442              inopportune    -1
## 4443               inordinate    -1
## 4444             inordinately    -1
## 4445                   insane    -1
## 4446                 insanely    -1
## 4447                 insanity    -1
## 4448               insatiable    -1
## 4449                 insecure    -1
## 4450               insecurity    -1
## 4451               insensible    -1
## 4452              insensitive    -1
## 4453            insensitively    -1
## 4454            insensitivity    -1
## 4455                insidious    -1
## 4456              insidiously    -1
## 4457           insignificance    -1
## 4458            insignificant    -1
## 4459          insignificantly    -1
## 4460                insincere    -1
## 4461              insincerely    -1
## 4462              insincerity    -1
## 4463                insinuate    -1
## 4464              insinuating    -1
## 4465              insinuation    -1
## 4466               insociable    -1
## 4467                insolence    -1
## 4468                 insolent    -1
## 4469               insolently    -1
## 4470                insolvent    -1
## 4471              insouciance    -1
## 4472              instability    -1
## 4473                 instable    -1
## 4474                instigate    -1
## 4475               instigator    -1
## 4476              instigators    -1
## 4477            insubordinate    -1
## 4478            insubstantial    -1
## 4479          insubstantially    -1
## 4480             insufferable    -1
## 4481             insufferably    -1
## 4482            insufficiency    -1
## 4483             insufficient    -1
## 4484           insufficiently    -1
## 4485                  insular    -1
## 4486                   insult    -1
## 4487                 insulted    -1
## 4488                insulting    -1
## 4489              insultingly    -1
## 4490                  insults    -1
## 4491            insupportable    -1
## 4492            insupportably    -1
## 4493           insurmountable    -1
## 4494           insurmountably    -1
## 4495             insurrection    -1
## 4496                 intefere    -1
## 4497                inteferes    -1
## 4498                  intense    -1
## 4499                interfere    -1
## 4500             interference    -1
## 4501               interferes    -1
## 4502             intermittent    -1
## 4503                interrupt    -1
## 4504             interruption    -1
## 4505            interruptions    -1
## 4506               intimidate    -1
## 4507             intimidating    -1
## 4508           intimidatingly    -1
## 4509             intimidation    -1
## 4510              intolerable    -1
## 4511            intolerablely    -1
## 4512              intolerance    -1
## 4513               intoxicate    -1
## 4514              intractable    -1
## 4515            intransigence    -1
## 4516             intransigent    -1
## 4517                  intrude    -1
## 4518                intrusion    -1
## 4519                intrusive    -1
## 4520                 inundate    -1
## 4521                inundated    -1
## 4522                  invader    -1
## 4523                  invalid    -1
## 4524               invalidate    -1
## 4525               invalidity    -1
## 4526                 invasive    -1
## 4527                invective    -1
## 4528                 inveigle    -1
## 4529                invidious    -1
## 4530              invidiously    -1
## 4531            invidiousness    -1
## 4532                invisible    -1
## 4533            involuntarily    -1
## 4534              involuntary    -1
## 4535                irascible    -1
## 4536                    irate    -1
## 4537                  irately    -1
## 4538                      ire    -1
## 4539                      irk    -1
## 4540                    irked    -1
## 4541                   irking    -1
## 4542                     irks    -1
## 4543                  irksome    -1
## 4544                irksomely    -1
## 4545              irksomeness    -1
## 4546            irksomenesses    -1
## 4547                   ironic    -1
## 4548                 ironical    -1
## 4549               ironically    -1
## 4550                  ironies    -1
## 4551                    irony    -1
## 4552             irragularity    -1
## 4553               irrational    -1
## 4554          irrationalities    -1
## 4555            irrationality    -1
## 4556             irrationally    -1
## 4557              irrationals    -1
## 4558           irreconcilable    -1
## 4559            irrecoverable    -1
## 4560        irrecoverableness    -1
## 4561      irrecoverablenesses    -1
## 4562            irrecoverably    -1
## 4563             irredeemable    -1
## 4564             irredeemably    -1
## 4565             irreformable    -1
## 4566                irregular    -1
## 4567             irregularity    -1
## 4568              irrelevance    -1
## 4569               irrelevant    -1
## 4570              irreparable    -1
## 4571             irreplacible    -1
## 4572            irrepressible    -1
## 4573               irresolute    -1
## 4574             irresolvable    -1
## 4575            irresponsible    -1
## 4576            irresponsibly    -1
## 4577               irretating    -1
## 4578            irretrievable    -1
## 4579             irreversible    -1
## 4580                irritable    -1
## 4581                irritably    -1
## 4582                 irritant    -1
## 4583                 irritate    -1
## 4584                irritated    -1
## 4585               irritating    -1
## 4586               irritation    -1
## 4587              irritations    -1
## 4588                  isolate    -1
## 4589                 isolated    -1
## 4590                isolation    -1
## 4591                    issue    -1
## 4592                   issues    -1
## 4593                     itch    -1
## 4594                  itching    -1
## 4595                    itchy    -1
## 4596                   jabber    -1
## 4597                    jaded    -1
## 4598                   jagged    -1
## 4599                      jam    -1
## 4600                  jarring    -1
## 4601                jaundiced    -1
## 4602                  jealous    -1
## 4603                jealously    -1
## 4604              jealousness    -1
## 4605                 jealousy    -1
## 4606                     jeer    -1
## 4607                  jeering    -1
## 4608                jeeringly    -1
## 4609                    jeers    -1
## 4610               jeopardize    -1
## 4611                 jeopardy    -1
## 4612                     jerk    -1
## 4613                    jerky    -1
## 4614                   jitter    -1
## 4615                  jitters    -1
## 4616                  jittery    -1
## 4617              job-killing    -1
## 4618                  jobless    -1
## 4619                     joke    -1
## 4620                    joker    -1
## 4621                     jolt    -1
## 4622                   judder    -1
## 4623                juddering    -1
## 4624                  judders    -1
## 4625                    jumpy    -1
## 4626                     junk    -1
## 4627                    junky    -1
## 4628                 junkyard    -1
## 4629                   jutter    -1
## 4630                  jutters    -1
## 4631                    kaput    -1
## 4632                     kill    -1
## 4633                   killed    -1
## 4634                   killer    -1
## 4635                  killing    -1
## 4636                  killjoy    -1
## 4637                    kills    -1
## 4638                    knave    -1
## 4639                    knife    -1
## 4640                    knock    -1
## 4641                  knotted    -1
## 4642                     kook    -1
## 4643                    kooky    -1
## 4644                     lack    -1
## 4645            lackadaisical    -1
## 4646                   lacked    -1
## 4647                   lackey    -1
## 4648                  lackeys    -1
## 4649                  lacking    -1
## 4650               lackluster    -1
## 4651                    lacks    -1
## 4652                  laconic    -1
## 4653                      lag    -1
## 4654                   lagged    -1
## 4655                  lagging    -1
## 4656                    laggy    -1
## 4657                     lags    -1
## 4658                 laid-off    -1
## 4659                  lambast    -1
## 4660                 lambaste    -1
## 4661                     lame    -1
## 4662                lame-duck    -1
## 4663                   lament    -1
## 4664               lamentable    -1
## 4665               lamentably    -1
## 4666                  languid    -1
## 4667                 languish    -1
## 4668                  languor    -1
## 4669               languorous    -1
## 4670             languorously    -1
## 4671                    lanky    -1
## 4672                    lapse    -1
## 4673                   lapsed    -1
## 4674                   lapses    -1
## 4675               lascivious    -1
## 4676               last-ditch    -1
## 4677                  latency    -1
## 4678                laughable    -1
## 4679                laughably    -1
## 4680            laughingstock    -1
## 4681               lawbreaker    -1
## 4682              lawbreaking    -1
## 4683                  lawless    -1
## 4684              lawlessness    -1
## 4685                   layoff    -1
## 4686             layoff-happy    -1
## 4687                     lazy    -1
## 4688                     leak    -1
## 4689                  leakage    -1
## 4690                 leakages    -1
## 4691                  leaking    -1
## 4692                    leaks    -1
## 4693                    leaky    -1
## 4694                     lech    -1
## 4695                   lecher    -1
## 4696                lecherous    -1
## 4697                  lechery    -1
## 4698                    leech    -1
## 4699                     leer    -1
## 4700                    leery    -1
## 4701             left-leaning    -1
## 4702                    lemon    -1
## 4703                  lengthy    -1
## 4704           less-developed    -1
## 4705             lesser-known    -1
## 4706                    letch    -1
## 4707                   lethal    -1
## 4708                lethargic    -1
## 4709                 lethargy    -1
## 4710                     lewd    -1
## 4711                   lewdly    -1
## 4712                 lewdness    -1
## 4713                liability    -1
## 4714                   liable    -1
## 4715                     liar    -1
## 4716                    liars    -1
## 4717               licentious    -1
## 4718             licentiously    -1
## 4719           licentiousness    -1
## 4720                      lie    -1
## 4721                     lied    -1
## 4722                     lier    -1
## 4723                     lies    -1
## 4724         life-threatening    -1
## 4725                 lifeless    -1
## 4726                    limit    -1
## 4727               limitation    -1
## 4728              limitations    -1
## 4729                  limited    -1
## 4730                   limits    -1
## 4731                     limp    -1
## 4732                 listless    -1
## 4733                litigious    -1
## 4734             little-known    -1
## 4735                    livid    -1
## 4736                  lividly    -1
## 4737                    loath    -1
## 4738                   loathe    -1
## 4739                 loathing    -1
## 4740                  loathly    -1
## 4741                loathsome    -1
## 4742              loathsomely    -1
## 4743                     lone    -1
## 4744               loneliness    -1
## 4745                   lonely    -1
## 4746                    loner    -1
## 4747                 lonesome    -1
## 4748                long-time    -1
## 4749              long-winded    -1
## 4750                  longing    -1
## 4751                longingly    -1
## 4752                 loophole    -1
## 4753                loopholes    -1
## 4754                    loose    -1
## 4755                     loot    -1
## 4756                     lorn    -1
## 4757                     lose    -1
## 4758                    loser    -1
## 4759                   losers    -1
## 4760                    loses    -1
## 4761                   losing    -1
## 4762                     loss    -1
## 4763                   losses    -1
## 4764                     lost    -1
## 4765                     loud    -1
## 4766                   louder    -1
## 4767                    lousy    -1
## 4768                 loveless    -1
## 4769                 lovelorn    -1
## 4770                low-rated    -1
## 4771                    lowly    -1
## 4772                ludicrous    -1
## 4773              ludicrously    -1
## 4774               lugubrious    -1
## 4775                 lukewarm    -1
## 4776                     lull    -1
## 4777                    lumpy    -1
## 4778                  lunatic    -1
## 4779               lunaticism    -1
## 4780                    lurch    -1
## 4781                     lure    -1
## 4782                    lurid    -1
## 4783                     lurk    -1
## 4784                  lurking    -1
## 4785                    lying    -1
## 4786                  macabre    -1
## 4787                      mad    -1
## 4788                   madden    -1
## 4789                maddening    -1
## 4790              maddeningly    -1
## 4791                   madder    -1
## 4792                    madly    -1
## 4793                   madman    -1
## 4794                  madness    -1
## 4795              maladjusted    -1
## 4796            maladjustment    -1
## 4797                   malady    -1
## 4798                  malaise    -1
## 4799               malcontent    -1
## 4800             malcontented    -1
## 4801                 maledict    -1
## 4802              malevolence    -1
## 4803               malevolent    -1
## 4804             malevolently    -1
## 4805                   malice    -1
## 4806                malicious    -1
## 4807              maliciously    -1
## 4808            maliciousness    -1
## 4809                   malign    -1
## 4810                malignant    -1
## 4811               malodorous    -1
## 4812             maltreatment    -1
## 4813                   mangle    -1
## 4814                  mangled    -1
## 4815                  mangles    -1
## 4816                 mangling    -1
## 4817                    mania    -1
## 4818                   maniac    -1
## 4819                 maniacal    -1
## 4820                    manic    -1
## 4821               manipulate    -1
## 4822             manipulation    -1
## 4823             manipulative    -1
## 4824             manipulators    -1
## 4825                      mar    -1
## 4826                 marginal    -1
## 4827               marginally    -1
## 4828                martyrdom    -1
## 4829        martyrdom-seeking    -1
## 4830                   mashed    -1
## 4831                 massacre    -1
## 4832                massacres    -1
## 4833                    matte    -1
## 4834                  mawkish    -1
## 4835                mawkishly    -1
## 4836              mawkishness    -1
## 4837                   meager    -1
## 4838              meaningless    -1
## 4839                 meanness    -1
## 4840                   measly    -1
## 4841                   meddle    -1
## 4842               meddlesome    -1
## 4843                 mediocre    -1
## 4844               mediocrity    -1
## 4845               melancholy    -1
## 4846             melodramatic    -1
## 4847         melodramatically    -1
## 4848                 meltdown    -1
## 4849                   menace    -1
## 4850                 menacing    -1
## 4851               menacingly    -1
## 4852               mendacious    -1
## 4853                mendacity    -1
## 4854                   menial    -1
## 4855                merciless    -1
## 4856              mercilessly    -1
## 4857                     mess    -1
## 4858                   messed    -1
## 4859                   messes    -1
## 4860                  messing    -1
## 4861                    messy    -1
## 4862                   midget    -1
## 4863                     miff    -1
## 4864                militancy    -1
## 4865                 mindless    -1
## 4866               mindlessly    -1
## 4867                   mirage    -1
## 4868                     mire    -1
## 4869                 misalign    -1
## 4870               misaligned    -1
## 4871                misaligns    -1
## 4872             misapprehend    -1
## 4873                misbecome    -1
## 4874              misbecoming    -1
## 4875              misbegotten    -1
## 4876                misbehave    -1
## 4877              misbehavior    -1
## 4878             miscalculate    -1
## 4879           miscalculation    -1
## 4880            miscellaneous    -1
## 4881                 mischief    -1
## 4882              mischievous    -1
## 4883            mischievously    -1
## 4884            misconception    -1
## 4885           misconceptions    -1
## 4886                miscreant    -1
## 4887               miscreants    -1
## 4888             misdirection    -1
## 4889                    miser    -1
## 4890                miserable    -1
## 4891            miserableness    -1
## 4892                miserably    -1
## 4893                 miseries    -1
## 4894                  miserly    -1
## 4895                   misery    -1
## 4896                   misfit    -1
## 4897               misfortune    -1
## 4898                misgiving    -1
## 4899               misgivings    -1
## 4900              misguidance    -1
## 4901                 misguide    -1
## 4902                misguided    -1
## 4903                mishandle    -1
## 4904                   mishap    -1
## 4905                misinform    -1
## 4906              misinformed    -1
## 4907             misinterpret    -1
## 4908                 misjudge    -1
## 4909              misjudgment    -1
## 4910                  mislead    -1
## 4911               misleading    -1
## 4912             misleadingly    -1
## 4913                  mislike    -1
## 4914                mismanage    -1
## 4915             mispronounce    -1
## 4916            mispronounced    -1
## 4917            mispronounces    -1
## 4918                  misread    -1
## 4919               misreading    -1
## 4920             misrepresent    -1
## 4921        misrepresentation    -1
## 4922                     miss    -1
## 4923                   missed    -1
## 4924                   misses    -1
## 4925             misstatement    -1
## 4926                     mist    -1
## 4927                  mistake    -1
## 4928                 mistaken    -1
## 4929               mistakenly    -1
## 4930                 mistakes    -1
## 4931                mistified    -1
## 4932                 mistress    -1
## 4933                 mistrust    -1
## 4934              mistrustful    -1
## 4935            mistrustfully    -1
## 4936                    mists    -1
## 4937            misunderstand    -1
## 4938         misunderstanding    -1
## 4939        misunderstandings    -1
## 4940            misunderstood    -1
## 4941                   misuse    -1
## 4942                     moan    -1
## 4943                  mobster    -1
## 4944                     mock    -1
## 4945                   mocked    -1
## 4946                mockeries    -1
## 4947                  mockery    -1
## 4948                  mocking    -1
## 4949                mockingly    -1
## 4950                    mocks    -1
## 4951                   molest    -1
## 4952              molestation    -1
## 4953               monotonous    -1
## 4954                 monotony    -1
## 4955                  monster    -1
## 4956            monstrosities    -1
## 4957              monstrosity    -1
## 4958                monstrous    -1
## 4959              monstrously    -1
## 4960                    moody    -1
## 4961                     moot    -1
## 4962                     mope    -1
## 4963                   morbid    -1
## 4964                 morbidly    -1
## 4965                  mordant    -1
## 4966                mordantly    -1
## 4967                 moribund    -1
## 4968                    moron    -1
## 4969                  moronic    -1
## 4970                   morons    -1
## 4971            mortification    -1
## 4972                mortified    -1
## 4973                  mortify    -1
## 4974               mortifying    -1
## 4975               motionless    -1
## 4976                   motley    -1
## 4977                    mourn    -1
## 4978                  mourner    -1
## 4979                 mournful    -1
## 4980               mournfully    -1
## 4981                   muddle    -1
## 4982                    muddy    -1
## 4983               mudslinger    -1
## 4984              mudslinging    -1
## 4985                   mulish    -1
## 4986       multi-polarization    -1
## 4987                  mundane    -1
## 4988                   murder    -1
## 4989                 murderer    -1
## 4990                murderous    -1
## 4991              murderously    -1
## 4992                    murky    -1
## 4993           muscle-flexing    -1
## 4994                    mushy    -1
## 4995                    musty    -1
## 4996               mysterious    -1
## 4997             mysteriously    -1
## 4998                  mystery    -1
## 4999                  mystify    -1
## 5000                     myth    -1
## 5001                      nag    -1
## 5002                  nagging    -1
## 5003                    naive    -1
## 5004                  naively    -1
## 5005                 narrower    -1
## 5006                  nastily    -1
## 5007                nastiness    -1
## 5008                    nasty    -1
## 5009                  naughty    -1
## 5010                 nauseate    -1
## 5011                nauseates    -1
## 5012               nauseating    -1
## 5013             nauseatingly    -1
## 5014                 na\xefve    -1
## 5015                 nebulous    -1
## 5016               nebulously    -1
## 5017                 needless    -1
## 5018               needlessly    -1
## 5019                    needy    -1
## 5020                nefarious    -1
## 5021              nefariously    -1
## 5022                   negate    -1
## 5023                 negation    -1
## 5024                 negative    -1
## 5025                negatives    -1
## 5026               negativity    -1
## 5027                  neglect    -1
## 5028                neglected    -1
## 5029               negligence    -1
## 5030                negligent    -1
## 5031                  nemesis    -1
## 5032                 nepotism    -1
## 5033                  nervous    -1
## 5034                nervously    -1
## 5035              nervousness    -1
## 5036                   nettle    -1
## 5037               nettlesome    -1
## 5038                 neurotic    -1
## 5039             neurotically    -1
## 5040                   niggle    -1
## 5041                  niggles    -1
## 5042                nightmare    -1
## 5043              nightmarish    -1
## 5044            nightmarishly    -1
## 5045                  nitpick    -1
## 5046               nitpicking    -1
## 5047                    noise    -1
## 5048                   noises    -1
## 5049                  noisier    -1
## 5050                    noisy    -1
## 5051           non-confidence    -1
## 5052              nonexistent    -1
## 5053            nonresponsive    -1
## 5054                 nonsense    -1
## 5055                    nosey    -1
## 5056                notoriety    -1
## 5057                notorious    -1
## 5058              notoriously    -1
## 5059                  noxious    -1
## 5060                 nuisance    -1
## 5061                     numb    -1
## 5062                    obese    -1
## 5063                   object    -1
## 5064                objection    -1
## 5065            objectionable    -1
## 5066               objections    -1
## 5067                  oblique    -1
## 5068               obliterate    -1
## 5069              obliterated    -1
## 5070                oblivious    -1
## 5071                obnoxious    -1
## 5072              obnoxiously    -1
## 5073                  obscene    -1
## 5074                obscenely    -1
## 5075                obscenity    -1
## 5076                  obscure    -1
## 5077                 obscured    -1
## 5078                 obscures    -1
## 5079                obscurity    -1
## 5080                   obsess    -1
## 5081                obsessive    -1
## 5082              obsessively    -1
## 5083            obsessiveness    -1
## 5084                 obsolete    -1
## 5085                 obstacle    -1
## 5086                obstinate    -1
## 5087              obstinately    -1
## 5088                 obstruct    -1
## 5089               obstructed    -1
## 5090              obstructing    -1
## 5091              obstruction    -1
## 5092                obstructs    -1
## 5093                obtrusive    -1
## 5094                   obtuse    -1
## 5095                  occlude    -1
## 5096                 occluded    -1
## 5097                 occludes    -1
## 5098                occluding    -1
## 5099                      odd    -1
## 5100                    odder    -1
## 5101                   oddest    -1
## 5102                 oddities    -1
## 5103                   oddity    -1
## 5104                    oddly    -1
## 5105                     odor    -1
## 5106                  offence    -1
## 5107                   offend    -1
## 5108                 offender    -1
## 5109                offending    -1
## 5110                 offenses    -1
## 5111                offensive    -1
## 5112              offensively    -1
## 5113            offensiveness    -1
## 5114                officious    -1
## 5115                  ominous    -1
## 5116                ominously    -1
## 5117                 omission    -1
## 5118                     omit    -1
## 5119                one-sided    -1
## 5120                  onerous    -1
## 5121                onerously    -1
## 5122                onslaught    -1
## 5123              opinionated    -1
## 5124                 opponent    -1
## 5125            opportunistic    -1
## 5126                   oppose    -1
## 5127               opposition    -1
## 5128              oppositions    -1
## 5129                  oppress    -1
## 5130               oppression    -1
## 5131               oppressive    -1
## 5132             oppressively    -1
## 5133           oppressiveness    -1
## 5134               oppressors    -1
## 5135                   ordeal    -1
## 5136                   orphan    -1
## 5137                ostracize    -1
## 5138                 outbreak    -1
## 5139                 outburst    -1
## 5140                outbursts    -1
## 5141                  outcast    -1
## 5142                   outcry    -1
## 5143                   outlaw    -1
## 5144                 outmoded    -1
## 5145                  outrage    -1
## 5146                 outraged    -1
## 5147               outrageous    -1
## 5148             outrageously    -1
## 5149           outrageousness    -1
## 5150                 outrages    -1
## 5151                 outsider    -1
## 5152               over-acted    -1
## 5153                 over-awe    -1
## 5154            over-balanced    -1
## 5155               over-hyped    -1
## 5156              over-priced    -1
## 5157           over-valuation    -1
## 5158                  overact    -1
## 5159                overacted    -1
## 5160                  overawe    -1
## 5161              overbalance    -1
## 5162             overbalanced    -1
## 5163              overbearing    -1
## 5164            overbearingly    -1
## 5165                overblown    -1
## 5166                   overdo    -1
## 5167                 overdone    -1
## 5168                  overdue    -1
## 5169            overemphasize    -1
## 5170                 overheat    -1
## 5171                 overkill    -1
## 5172               overloaded    -1
## 5173                 overlook    -1
## 5174                 overpaid    -1
## 5175                overpayed    -1
## 5176                 overplay    -1
## 5177                overpower    -1
## 5178               overpriced    -1
## 5179                overrated    -1
## 5180                overreach    -1
## 5181                  overrun    -1
## 5182               overshadow    -1
## 5183                oversight    -1
## 5184               oversights    -1
## 5185       oversimplification    -1
## 5186           oversimplified    -1
## 5187             oversimplify    -1
## 5188                 oversize    -1
## 5189                overstate    -1
## 5190               overstated    -1
## 5191            overstatement    -1
## 5192           overstatements    -1
## 5193               overstates    -1
## 5194                overtaxed    -1
## 5195                overthrow    -1
## 5196               overthrows    -1
## 5197                 overturn    -1
## 5198               overweight    -1
## 5199                overwhelm    -1
## 5200              overwhelmed    -1
## 5201             overwhelming    -1
## 5202           overwhelmingly    -1
## 5203               overwhelms    -1
## 5204              overzealous    -1
## 5205            overzealously    -1
## 5206               overzelous    -1
## 5207                     pain    -1
## 5208                  painful    -1
## 5209                 painfull    -1
## 5210                painfully    -1
## 5211                    pains    -1
## 5212                     pale    -1
## 5213                    pales    -1
## 5214                   paltry    -1
## 5215                      pan    -1
## 5216              pandemonium    -1
## 5217                   pander    -1
## 5218                pandering    -1
## 5219                  panders    -1
## 5220                    panic    -1
## 5221                   panick    -1
## 5222                 panicked    -1
## 5223                panicking    -1
## 5224                  panicky    -1
## 5225              paradoxical    -1
## 5226            paradoxically    -1
## 5227                 paralize    -1
## 5228                paralyzed    -1
## 5229                 paranoia    -1
## 5230                 paranoid    -1
## 5231                 parasite    -1
## 5232                   pariah    -1
## 5233                   parody    -1
## 5234               partiality    -1
## 5235                 partisan    -1
## 5236                partisans    -1
## 5237                    passe    -1
## 5238                  passive    -1
## 5239              passiveness    -1
## 5240                 pathetic    -1
## 5241             pathetically    -1
## 5242                patronize    -1
## 5243                  paucity    -1
## 5244                   pauper    -1
## 5245                  paupers    -1
## 5246                  payback    -1
## 5247                 peculiar    -1
## 5248               peculiarly    -1
## 5249                 pedantic    -1
## 5250                   peeled    -1
## 5251                    peeve    -1
## 5252                   peeved    -1
## 5253                  peevish    -1
## 5254                peevishly    -1
## 5255                 penalize    -1
## 5256                  penalty    -1
## 5257               perfidious    -1
## 5258                perfidity    -1
## 5259              perfunctory    -1
## 5260                    peril    -1
## 5261                 perilous    -1
## 5262               perilously    -1
## 5263                   perish    -1
## 5264               pernicious    -1
## 5265                  perplex    -1
## 5266                perplexed    -1
## 5267               perplexing    -1
## 5268               perplexity    -1
## 5269                persecute    -1
## 5270              persecution    -1
## 5271             pertinacious    -1
## 5272           pertinaciously    -1
## 5273              pertinacity    -1
## 5274                  perturb    -1
## 5275                perturbed    -1
## 5276                pervasive    -1
## 5277                 perverse    -1
## 5278               perversely    -1
## 5279               perversion    -1
## 5280               perversity    -1
## 5281                  pervert    -1
## 5282                perverted    -1
## 5283                 perverts    -1
## 5284                pessimism    -1
## 5285              pessimistic    -1
## 5286          pessimistically    -1
## 5287                     pest    -1
## 5288                pestilent    -1
## 5289                petrified    -1
## 5290                  petrify    -1
## 5291                 pettifog    -1
## 5292                    petty    -1
## 5293                   phobia    -1
## 5294                   phobic    -1
## 5295                    phony    -1
## 5296                   picket    -1
## 5297                 picketed    -1
## 5298                picketing    -1
## 5299                  pickets    -1
## 5300                    picky    -1
## 5301                      pig    -1
## 5302                     pigs    -1
## 5303                  pillage    -1
## 5304                  pillory    -1
## 5305                   pimple    -1
## 5306                    pinch    -1
## 5307                    pique    -1
## 5308                 pitiable    -1
## 5309                  pitiful    -1
## 5310                pitifully    -1
## 5311                 pitiless    -1
## 5312               pitilessly    -1
## 5313                 pittance    -1
## 5314                     pity    -1
## 5315               plagiarize    -1
## 5316                   plague    -1
## 5317                plasticky    -1
## 5318                plaything    -1
## 5319                     plea    -1
## 5320                    pleas    -1
## 5321                 plebeian    -1
## 5322                   plight    -1
## 5323                     plot    -1
## 5324                 plotters    -1
## 5325                     ploy    -1
## 5326                  plunder    -1
## 5327                plunderer    -1
## 5328                pointless    -1
## 5329              pointlessly    -1
## 5330                   poison    -1
## 5331                poisonous    -1
## 5332              poisonously    -1
## 5333                    pokey    -1
## 5334                     poky    -1
## 5335             polarisation    -1
## 5336                 polemize    -1
## 5337                  pollute    -1
## 5338                 polluter    -1
## 5339                polluters    -1
## 5340                 polution    -1
## 5341                  pompous    -1
## 5342                     poor    -1
## 5343                   poorer    -1
## 5344                  poorest    -1
## 5345                   poorly    -1
## 5346                posturing    -1
## 5347                     pout    -1
## 5348                  poverty    -1
## 5349                powerless    -1
## 5350                    prate    -1
## 5351                 pratfall    -1
## 5352                  prattle    -1
## 5353               precarious    -1
## 5354             precariously    -1
## 5355              precipitate    -1
## 5356              precipitous    -1
## 5357                predatory    -1
## 5358              predicament    -1
## 5359                 prejudge    -1
## 5360                prejudice    -1
## 5361               prejudices    -1
## 5362              prejudicial    -1
## 5363             premeditated    -1
## 5364                preoccupy    -1
## 5365             preposterous    -1
## 5366           preposterously    -1
## 5367             presumptuous    -1
## 5368           presumptuously    -1
## 5369                 pretence    -1
## 5370                  pretend    -1
## 5371                 pretense    -1
## 5372              pretentious    -1
## 5373            pretentiously    -1
## 5374              prevaricate    -1
## 5375                   pricey    -1
## 5376                  pricier    -1
## 5377                    prick    -1
## 5378                  prickle    -1
## 5379                 prickles    -1
## 5380                 prideful    -1
## 5381                     prik    -1
## 5382                primitive    -1
## 5383                   prison    -1
## 5384                 prisoner    -1
## 5385                  problem    -1
## 5386              problematic    -1
## 5387                 problems    -1
## 5388            procrastinate    -1
## 5389           procrastinates    -1
## 5390          procrastination    -1
## 5391                  profane    -1
## 5392                profanity    -1
## 5393                 prohibit    -1
## 5394              prohibitive    -1
## 5395            prohibitively    -1
## 5396               propaganda    -1
## 5397             propagandize    -1
## 5398              proprietary    -1
## 5399                prosecute    -1
## 5400                  protest    -1
## 5401                protested    -1
## 5402               protesting    -1
## 5403                 protests    -1
## 5404               protracted    -1
## 5405              provocation    -1
## 5406              provocative    -1
## 5407                  provoke    -1
## 5408                      pry    -1
## 5409               pugnacious    -1
## 5410             pugnaciously    -1
## 5411                pugnacity    -1
## 5412                    punch    -1
## 5413                   punish    -1
## 5414               punishable    -1
## 5415                 punitive    -1
## 5416                     punk    -1
## 5417                     puny    -1
## 5418                   puppet    -1
## 5419                  puppets    -1
## 5420                  puzzled    -1
## 5421               puzzlement    -1
## 5422                 puzzling    -1
## 5423                    quack    -1
## 5424                    qualm    -1
## 5425                   qualms    -1
## 5426                 quandary    -1
## 5427                  quarrel    -1
## 5428              quarrellous    -1
## 5429            quarrellously    -1
## 5430                 quarrels    -1
## 5431              quarrelsome    -1
## 5432                    quash    -1
## 5433                    queer    -1
## 5434             questionable    -1
## 5435                  quibble    -1
## 5436                 quibbles    -1
## 5437                  quitter    -1
## 5438                    rabid    -1
## 5439                   racism    -1
## 5440                   racist    -1
## 5441                  racists    -1
## 5442                     racy    -1
## 5443                  radical    -1
## 5444           radicalization    -1
## 5445                radically    -1
## 5446                 radicals    -1
## 5447                     rage    -1
## 5448                   ragged    -1
## 5449                   raging    -1
## 5450                     rail    -1
## 5451                    raked    -1
## 5452                  rampage    -1
## 5453                  rampant    -1
## 5454               ramshackle    -1
## 5455                   rancor    -1
## 5456                 randomly    -1
## 5457                   rankle    -1
## 5458                     rant    -1
## 5459                   ranted    -1
## 5460                  ranting    -1
## 5461                rantingly    -1
## 5462                    rants    -1
## 5463                     rape    -1
## 5464                    raped    -1
## 5465                   raping    -1
## 5466                   rascal    -1
## 5467                  rascals    -1
## 5468                     rash    -1
## 5469                   rattle    -1
## 5470                  rattled    -1
## 5471                  rattles    -1
## 5472                   ravage    -1
## 5473                   raving    -1
## 5474              reactionary    -1
## 5475               rebellious    -1
## 5476                   rebuff    -1
## 5477                   rebuke    -1
## 5478             recalcitrant    -1
## 5479                   recant    -1
## 5480                recession    -1
## 5481             recessionary    -1
## 5482                 reckless    -1
## 5483               recklessly    -1
## 5484             recklessness    -1
## 5485                   recoil    -1
## 5486                recourses    -1
## 5487               redundancy    -1
## 5488                redundant    -1
## 5489                  refusal    -1
## 5490                   refuse    -1
## 5491                  refused    -1
## 5492                  refuses    -1
## 5493                 refusing    -1
## 5494               refutation    -1
## 5495                   refute    -1
## 5496                  refuted    -1
## 5497                  refutes    -1
## 5498                 refuting    -1
## 5499                  regress    -1
## 5500               regression    -1
## 5501               regressive    -1
## 5502                   regret    -1
## 5503                 regreted    -1
## 5504                regretful    -1
## 5505              regretfully    -1
## 5506                  regrets    -1
## 5507              regrettable    -1
## 5508              regrettably    -1
## 5509                regretted    -1
## 5510                   reject    -1
## 5511                 rejected    -1
## 5512                rejecting    -1
## 5513                rejection    -1
## 5514                  rejects    -1
## 5515                  relapse    -1
## 5516               relentless    -1
## 5517             relentlessly    -1
## 5518           relentlessness    -1
## 5519               reluctance    -1
## 5520                reluctant    -1
## 5521              reluctantly    -1
## 5522                  remorse    -1
## 5523               remorseful    -1
## 5524             remorsefully    -1
## 5525              remorseless    -1
## 5526            remorselessly    -1
## 5527          remorselessness    -1
## 5528                 renounce    -1
## 5529             renunciation    -1
## 5530                    repel    -1
## 5531               repetitive    -1
## 5532            reprehensible    -1
## 5533            reprehensibly    -1
## 5534             reprehension    -1
## 5535             reprehensive    -1
## 5536                  repress    -1
## 5537               repression    -1
## 5538               repressive    -1
## 5539                reprimand    -1
## 5540                 reproach    -1
## 5541              reproachful    -1
## 5542                  reprove    -1
## 5543              reprovingly    -1
## 5544                repudiate    -1
## 5545              repudiation    -1
## 5546                   repugn    -1
## 5547               repugnance    -1
## 5548                repugnant    -1
## 5549              repugnantly    -1
## 5550                  repulse    -1
## 5551                 repulsed    -1
## 5552                repulsing    -1
## 5553                repulsive    -1
## 5554              repulsively    -1
## 5555            repulsiveness    -1
## 5556                   resent    -1
## 5557                resentful    -1
## 5558               resentment    -1
## 5559              resignation    -1
## 5560                 resigned    -1
## 5561               resistance    -1
## 5562                 restless    -1
## 5563             restlessness    -1
## 5564                 restrict    -1
## 5565               restricted    -1
## 5566              restriction    -1
## 5567              restrictive    -1
## 5568                resurgent    -1
## 5569                retaliate    -1
## 5570              retaliatory    -1
## 5571                   retard    -1
## 5572                 retarded    -1
## 5573             retardedness    -1
## 5574                  retards    -1
## 5575                 reticent    -1
## 5576                  retract    -1
## 5577                  retreat    -1
## 5578                retreated    -1
## 5579                  revenge    -1
## 5580               revengeful    -1
## 5581             revengefully    -1
## 5582                   revert    -1
## 5583                   revile    -1
## 5584                  reviled    -1
## 5585                   revoke    -1
## 5586                   revolt    -1
## 5587                revolting    -1
## 5588              revoltingly    -1
## 5589                revulsion    -1
## 5590                revulsive    -1
## 5591               rhapsodize    -1
## 5592                 rhetoric    -1
## 5593               rhetorical    -1
## 5594                    ricer    -1
## 5595                 ridicule    -1
## 5596                ridicules    -1
## 5597               ridiculous    -1
## 5598             ridiculously    -1
## 5599                     rife    -1
## 5600                     rift    -1
## 5601                    rifts    -1
## 5602                    rigid    -1
## 5603                 rigidity    -1
## 5604                rigidness    -1
## 5605                     rile    -1
## 5606                    riled    -1
## 5607                      rip    -1
## 5608                  rip-off    -1
## 5609                   ripoff    -1
## 5610                   ripped    -1
## 5611                     risk    -1
## 5612                    risks    -1
## 5613                    risky    -1
## 5614                    rival    -1
## 5615                  rivalry    -1
## 5616               roadblocks    -1
## 5617                    rocky    -1
## 5618                    rogue    -1
## 5619            rollercoaster    -1
## 5620                      rot    -1
## 5621                   rotten    -1
## 5622                    rough    -1
## 5623              rremediable    -1
## 5624                  rubbish    -1
## 5625                     rude    -1
## 5626                      rue    -1
## 5627                  ruffian    -1
## 5628                   ruffle    -1
## 5629                     ruin    -1
## 5630                   ruined    -1
## 5631                  ruining    -1
## 5632                  ruinous    -1
## 5633                    ruins    -1
## 5634                 rumbling    -1
## 5635                    rumor    -1
## 5636                   rumors    -1
## 5637                  rumours    -1
## 5638                   rumple    -1
## 5639                 run-down    -1
## 5640                  runaway    -1
## 5641                  rupture    -1
## 5642                     rust    -1
## 5643                    rusts    -1
## 5644                    rusty    -1
## 5645                      rut    -1
## 5646                 ruthless    -1
## 5647               ruthlessly    -1
## 5648             ruthlessness    -1
## 5649                     ruts    -1
## 5650                 sabotage    -1
## 5651                     sack    -1
## 5652               sacrificed    -1
## 5653                      sad    -1
## 5654                   sadden    -1
## 5655                    sadly    -1
## 5656                  sadness    -1
## 5657                      sag    -1
## 5658                   sagged    -1
## 5659                  sagging    -1
## 5660                    saggy    -1
## 5661                     sags    -1
## 5662                salacious    -1
## 5663            sanctimonious    -1
## 5664                      sap    -1
## 5665                  sarcasm    -1
## 5666                sarcastic    -1
## 5667            sarcastically    -1
## 5668                 sardonic    -1
## 5669             sardonically    -1
## 5670                     sass    -1
## 5671                satirical    -1
## 5672                 satirize    -1
## 5673                   savage    -1
## 5674                  savaged    -1
## 5675                 savagery    -1
## 5676                  savages    -1
## 5677                    scaly    -1
## 5678                     scam    -1
## 5679                    scams    -1
## 5680                  scandal    -1
## 5681               scandalize    -1
## 5682              scandalized    -1
## 5683               scandalous    -1
## 5684             scandalously    -1
## 5685                 scandals    -1
## 5686                  scandel    -1
## 5687                 scandels    -1
## 5688                    scant    -1
## 5689                scapegoat    -1
## 5690                     scar    -1
## 5691                   scarce    -1
## 5692                 scarcely    -1
## 5693                 scarcity    -1
## 5694                    scare    -1
## 5695                   scared    -1
## 5696                  scarier    -1
## 5697                 scariest    -1
## 5698                  scarily    -1
## 5699                  scarred    -1
## 5700                    scars    -1
## 5701                    scary    -1
## 5702                 scathing    -1
## 5703               scathingly    -1
## 5704                sceptical    -1
## 5705                    scoff    -1
## 5706               scoffingly    -1
## 5707                    scold    -1
## 5708                  scolded    -1
## 5709                 scolding    -1
## 5710               scoldingly    -1
## 5711                scorching    -1
## 5712              scorchingly    -1
## 5713                    scorn    -1
## 5714                 scornful    -1
## 5715               scornfully    -1
## 5716                scoundrel    -1
## 5717                  scourge    -1
## 5718                    scowl    -1
## 5719                 scramble    -1
## 5720                scrambled    -1
## 5721                scrambles    -1
## 5722               scrambling    -1
## 5723                    scrap    -1
## 5724                  scratch    -1
## 5725                scratched    -1
## 5726                scratches    -1
## 5727                 scratchy    -1
## 5728                   scream    -1
## 5729                  screech    -1
## 5730                 screw-up    -1
## 5731                  screwed    -1
## 5732               screwed-up    -1
## 5733                   screwy    -1
## 5734                    scuff    -1
## 5735                   scuffs    -1
## 5736                     scum    -1
## 5737                   scummy    -1
## 5738             second-class    -1
## 5739              second-tier    -1
## 5740                secretive    -1
## 5741                sedentary    -1
## 5742                    seedy    -1
## 5743                   seethe    -1
## 5744                 seething    -1
## 5745                self-coup    -1
## 5746           self-criticism    -1
## 5747           self-defeating    -1
## 5748         self-destructive    -1
## 5749         self-humiliation    -1
## 5750            self-interest    -1
## 5751          self-interested    -1
## 5752             self-serving    -1
## 5753           selfinterested    -1
## 5754                  selfish    -1
## 5755                selfishly    -1
## 5756              selfishness    -1
## 5757            semi-retarded    -1
## 5758                   senile    -1
## 5759           sensationalize    -1
## 5760                senseless    -1
## 5761              senselessly    -1
## 5762              seriousness    -1
## 5763                sermonize    -1
## 5764                servitude    -1
## 5765                   set-up    -1
## 5766                  setback    -1
## 5767                 setbacks    -1
## 5768                    sever    -1
## 5769                   severe    -1
## 5770                 severity    -1
## 5771                     sh*t    -1
## 5772                   shabby    -1
## 5773                  shadowy    -1
## 5774                    shady    -1
## 5775                    shake    -1
## 5776                    shaky    -1
## 5777                  shallow    -1
## 5778                     sham    -1
## 5779                 shambles    -1
## 5780                    shame    -1
## 5781                 shameful    -1
## 5782               shamefully    -1
## 5783             shamefulness    -1
## 5784                shameless    -1
## 5785              shamelessly    -1
## 5786            shamelessness    -1
## 5787                    shark    -1
## 5788                  sharply    -1
## 5789                  shatter    -1
## 5790                  shemale    -1
## 5791                  shimmer    -1
## 5792                   shimmy    -1
## 5793                shipwreck    -1
## 5794                    shirk    -1
## 5795                  shirker    -1
## 5796                     shit    -1
## 5797                   shiver    -1
## 5798                    shock    -1
## 5799                  shocked    -1
## 5800                 shocking    -1
## 5801               shockingly    -1
## 5802                   shoddy    -1
## 5803              short-lived    -1
## 5804                 shortage    -1
## 5805              shortchange    -1
## 5806              shortcoming    -1
## 5807             shortcomings    -1
## 5808                shortness    -1
## 5809             shortsighted    -1
## 5810         shortsightedness    -1
## 5811                 showdown    -1
## 5812                    shrew    -1
## 5813                   shriek    -1
## 5814                   shrill    -1
## 5815                  shrilly    -1
## 5816                  shrivel    -1
## 5817                   shroud    -1
## 5818                 shrouded    -1
## 5819                    shrug    -1
## 5820                     shun    -1
## 5821                  shunned    -1
## 5822                     sick    -1
## 5823                   sicken    -1
## 5824                sickening    -1
## 5825              sickeningly    -1
## 5826                   sickly    -1
## 5827                 sickness    -1
## 5828                sidetrack    -1
## 5829              sidetracked    -1
## 5830                    siege    -1
## 5831                  sillily    -1
## 5832                    silly    -1
## 5833               simplistic    -1
## 5834           simplistically    -1
## 5835                      sin    -1
## 5836                   sinful    -1
## 5837                 sinfully    -1
## 5838                 sinister    -1
## 5839               sinisterly    -1
## 5840                     sink    -1
## 5841                  sinking    -1
## 5842                skeletons    -1
## 5843                  skeptic    -1
## 5844                skeptical    -1
## 5845              skeptically    -1
## 5846               skepticism    -1
## 5847                  sketchy    -1
## 5848                   skimpy    -1
## 5849                   skinny    -1
## 5850                 skittish    -1
## 5851               skittishly    -1
## 5852                    skulk    -1
## 5853                    slack    -1
## 5854                  slander    -1
## 5855                slanderer    -1
## 5856               slanderous    -1
## 5857             slanderously    -1
## 5858                 slanders    -1
## 5859                     slap    -1
## 5860                 slashing    -1
## 5861                slaughter    -1
## 5862              slaughtered    -1
## 5863                    slave    -1
## 5864                   slaves    -1
## 5865                   sleazy    -1
## 5866                    slime    -1
## 5867                     slog    -1
## 5868                  slogged    -1
## 5869                 slogging    -1
## 5870                    slogs    -1
## 5871        sloooooooooooooow    -1
## 5872                  sloooow    -1
## 5873                   slooow    -1
## 5874                    sloow    -1
## 5875                 sloppily    -1
## 5876                   sloppy    -1
## 5877                    sloth    -1
## 5878                 slothful    -1
## 5879                     slow    -1
## 5880              slow-moving    -1
## 5881                   slowed    -1
## 5882                   slower    -1
## 5883                  slowest    -1
## 5884                   slowly    -1
## 5885                    sloww    -1
## 5886                   slowww    -1
## 5887                  slowwww    -1
## 5888                     slug    -1
## 5889                 sluggish    -1
## 5890                    slump    -1
## 5891                 slumping    -1
## 5892                slumpping    -1
## 5893                     slur    -1
## 5894                     slut    -1
## 5895                    sluts    -1
## 5896                      sly    -1
## 5897                    smack    -1
## 5898                 smallish    -1
## 5899                    smash    -1
## 5900                    smear    -1
## 5901                    smell    -1
## 5902                  smelled    -1
## 5903                 smelling    -1
## 5904                   smells    -1
## 5905                   smelly    -1
## 5906                    smelt    -1
## 5907                    smoke    -1
## 5908              smokescreen    -1
## 5909                  smolder    -1
## 5910               smoldering    -1
## 5911                  smother    -1
## 5912                 smoulder    -1
## 5913              smouldering    -1
## 5914                   smudge    -1
## 5915                  smudged    -1
## 5916                  smudges    -1
## 5917                 smudging    -1
## 5918                     smug    -1
## 5919                   smugly    -1
## 5920                     smut    -1
## 5921                 smuttier    -1
## 5922                smuttiest    -1
## 5923                   smutty    -1
## 5924                     snag    -1
## 5925                  snagged    -1
## 5926                 snagging    -1
## 5927                    snags    -1
## 5928                 snappish    -1
## 5929               snappishly    -1
## 5930                    snare    -1
## 5931                   snarky    -1
## 5932                    snarl    -1
## 5933                    sneak    -1
## 5934                 sneakily    -1
## 5935                   sneaky    -1
## 5936                    sneer    -1
## 5937                 sneering    -1
## 5938               sneeringly    -1
## 5939                     snob    -1
## 5940                 snobbish    -1
## 5941                   snobby    -1
## 5942                  snobish    -1
## 5943                    snobs    -1
## 5944                     snub    -1
## 5945                   so-cal    -1
## 5946                    soapy    -1
## 5947                      sob    -1
## 5948                    sober    -1
## 5949                 sobering    -1
## 5950                   solemn    -1
## 5951               solicitude    -1
## 5952                   somber    -1
## 5953                     sore    -1
## 5954                   sorely    -1
## 5955                 soreness    -1
## 5956                   sorrow    -1
## 5957                sorrowful    -1
## 5958              sorrowfully    -1
## 5959                    sorry    -1
## 5960                     sour    -1
## 5961                   sourly    -1
## 5962                    spade    -1
## 5963                    spank    -1
## 5964                   spendy    -1
## 5965                     spew    -1
## 5966                   spewed    -1
## 5967                  spewing    -1
## 5968                    spews    -1
## 5969                 spilling    -1
## 5970                 spinster    -1
## 5971               spiritless    -1
## 5972                    spite    -1
## 5973                 spiteful    -1
## 5974               spitefully    -1
## 5975             spitefulness    -1
## 5976                 splatter    -1
## 5977                    split    -1
## 5978                splitting    -1
## 5979                    spoil    -1
## 5980                 spoilage    -1
## 5981                spoilages    -1
## 5982                  spoiled    -1
## 5983                 spoilled    -1
## 5984                   spoils    -1
## 5985                    spook    -1
## 5986                 spookier    -1
## 5987                spookiest    -1
## 5988                 spookily    -1
## 5989                   spooky    -1
## 5990                spoon-fed    -1
## 5991               spoon-feed    -1
## 5992                 spoonfed    -1
## 5993                 sporadic    -1
## 5994                   spotty    -1
## 5995                 spurious    -1
## 5996                    spurn    -1
## 5997                  sputter    -1
## 5998                 squabble    -1
## 5999               squabbling    -1
## 6000                 squander    -1
## 6001                   squash    -1
## 6002                   squeak    -1
## 6003                  squeaks    -1
## 6004                  squeaky    -1
## 6005                   squeal    -1
## 6006                squealing    -1
## 6007                  squeals    -1
## 6008                   squirm    -1
## 6009                     stab    -1
## 6010                 stagnant    -1
## 6011                 stagnate    -1
## 6012               stagnation    -1
## 6013                    staid    -1
## 6014                    stain    -1
## 6015                   stains    -1
## 6016                    stale    -1
## 6017                stalemate    -1
## 6018                    stall    -1
## 6019                   stalls    -1
## 6020                  stammer    -1
## 6021                 stampede    -1
## 6022               standstill    -1
## 6023                    stark    -1
## 6024                  starkly    -1
## 6025                  startle    -1
## 6026                startling    -1
## 6027              startlingly    -1
## 6028               starvation    -1
## 6029                   starve    -1
## 6030                   static    -1
## 6031                    steal    -1
## 6032                 stealing    -1
## 6033                   steals    -1
## 6034                    steep    -1
## 6035                  steeply    -1
## 6036                   stench    -1
## 6037               stereotype    -1
## 6038            stereotypical    -1
## 6039          stereotypically    -1
## 6040                    stern    -1
## 6041                     stew    -1
## 6042                   sticky    -1
## 6043                    stiff    -1
## 6044                stiffness    -1
## 6045                   stifle    -1
## 6046                 stifling    -1
## 6047               stiflingly    -1
## 6048                   stigma    -1
## 6049               stigmatize    -1
## 6050                    sting    -1
## 6051                 stinging    -1
## 6052               stingingly    -1
## 6053                   stingy    -1
## 6054                    stink    -1
## 6055                   stinks    -1
## 6056                   stodgy    -1
## 6057                    stole    -1
## 6058                   stolen    -1
## 6059                   stooge    -1
## 6060                  stooges    -1
## 6061                   stormy    -1
## 6062                 straggle    -1
## 6063                straggler    -1
## 6064                   strain    -1
## 6065                 strained    -1
## 6066                straining    -1
## 6067                  strange    -1
## 6068                strangely    -1
## 6069                 stranger    -1
## 6070                strangest    -1
## 6071                 strangle    -1
## 6072                  streaky    -1
## 6073                strenuous    -1
## 6074                   stress    -1
## 6075                 stresses    -1
## 6076                stressful    -1
## 6077              stressfully    -1
## 6078                 stricken    -1
## 6079                   strict    -1
## 6080                 strictly    -1
## 6081                 strident    -1
## 6082               stridently    -1
## 6083                   strife    -1
## 6084                   strike    -1
## 6085                stringent    -1
## 6086              stringently    -1
## 6087                   struck    -1
## 6088                 struggle    -1
## 6089                struggled    -1
## 6090                struggles    -1
## 6091               struggling    -1
## 6092                    strut    -1
## 6093                 stubborn    -1
## 6094               stubbornly    -1
## 6095             stubbornness    -1
## 6096                    stuck    -1
## 6097                   stuffy    -1
## 6098                  stumble    -1
## 6099                 stumbled    -1
## 6100                 stumbles    -1
## 6101                    stump    -1
## 6102                  stumped    -1
## 6103                   stumps    -1
## 6104                     stun    -1
## 6105                    stunt    -1
## 6106                  stunted    -1
## 6107                   stupid    -1
## 6108                stupidest    -1
## 6109                stupidity    -1
## 6110                 stupidly    -1
## 6111                stupified    -1
## 6112                  stupify    -1
## 6113                   stupor    -1
## 6114                  stutter    -1
## 6115                stuttered    -1
## 6116               stuttering    -1
## 6117                 stutters    -1
## 6118                      sty    -1
## 6119                  stymied    -1
## 6120                  sub-par    -1
## 6121                  subdued    -1
## 6122                subjected    -1
## 6123               subjection    -1
## 6124                subjugate    -1
## 6125              subjugation    -1
## 6126               submissive    -1
## 6127              subordinate    -1
## 6128                 subpoena    -1
## 6129                subpoenas    -1
## 6130             subservience    -1
## 6131              subservient    -1
## 6132              substandard    -1
## 6133                 subtract    -1
## 6134               subversion    -1
## 6135               subversive    -1
## 6136             subversively    -1
## 6137                  subvert    -1
## 6138                  succumb    -1
## 6139                     suck    -1
## 6140                   sucked    -1
## 6141                   sucker    -1
## 6142                    sucks    -1
## 6143                    sucky    -1
## 6144                      sue    -1
## 6145                     sued    -1
## 6146                   sueing    -1
## 6147                     sues    -1
## 6148                   suffer    -1
## 6149                 suffered    -1
## 6150                 sufferer    -1
## 6151                sufferers    -1
## 6152                suffering    -1
## 6153                  suffers    -1
## 6154                suffocate    -1
## 6155               sugar-coat    -1
## 6156             sugar-coated    -1
## 6157              sugarcoated    -1
## 6158                 suicidal    -1
## 6159                  suicide    -1
## 6160                     sulk    -1
## 6161                   sullen    -1
## 6162                    sully    -1
## 6163                   sunder    -1
## 6164                     sunk    -1
## 6165                   sunken    -1
## 6166              superficial    -1
## 6167           superficiality    -1
## 6168            superficially    -1
## 6169              superfluous    -1
## 6170             superstition    -1
## 6171            superstitious    -1
## 6172                 suppress    -1
## 6173              suppression    -1
## 6174                surrender    -1
## 6175              susceptible    -1
## 6176                  suspect    -1
## 6177                suspicion    -1
## 6178               suspicions    -1
## 6179               suspicious    -1
## 6180             suspiciously    -1
## 6181                  swagger    -1
## 6182                  swamped    -1
## 6183                   sweaty    -1
## 6184                  swelled    -1
## 6185                 swelling    -1
## 6186                  swindle    -1
## 6187                    swipe    -1
## 6188                  swollen    -1
## 6189                  symptom    -1
## 6190                 symptoms    -1
## 6191                 syndrome    -1
## 6192                    taboo    -1
## 6193                    tacky    -1
## 6194                    taint    -1
## 6195                  tainted    -1
## 6196                   tamper    -1
## 6197                   tangle    -1
## 6198                  tangled    -1
## 6199                  tangles    -1
## 6200                     tank    -1
## 6201                   tanked    -1
## 6202                    tanks    -1
## 6203                  tantrum    -1
## 6204                    tardy    -1
## 6205                  tarnish    -1
## 6206                tarnished    -1
## 6207                tarnishes    -1
## 6208               tarnishing    -1
## 6209                 tattered    -1
## 6210                    taunt    -1
## 6211                 taunting    -1
## 6212               tauntingly    -1
## 6213                   taunts    -1
## 6214                     taut    -1
## 6215                   tawdry    -1
## 6216                   taxing    -1
## 6217                    tease    -1
## 6218                teasingly    -1
## 6219                  tedious    -1
## 6220                tediously    -1
## 6221                 temerity    -1
## 6222                   temper    -1
## 6223                  tempest    -1
## 6224               temptation    -1
## 6225               tenderness    -1
## 6226                    tense    -1
## 6227                  tension    -1
## 6228                tentative    -1
## 6229              tentatively    -1
## 6230                  tenuous    -1
## 6231                tenuously    -1
## 6232                    tepid    -1
## 6233                 terrible    -1
## 6234             terribleness    -1
## 6235                 terribly    -1
## 6236                   terror    -1
## 6237             terror-genic    -1
## 6238                terrorism    -1
## 6239                terrorize    -1
## 6240                  testily    -1
## 6241                    testy    -1
## 6242                 tetchily    -1
## 6243                   tetchy    -1
## 6244                thankless    -1
## 6245                  thicker    -1
## 6246                   thirst    -1
## 6247                   thorny    -1
## 6248              thoughtless    -1
## 6249            thoughtlessly    -1
## 6250          thoughtlessness    -1
## 6251                   thrash    -1
## 6252                   threat    -1
## 6253                 threaten    -1
## 6254              threatening    -1
## 6255                  threats    -1
## 6256                threesome    -1
## 6257                    throb    -1
## 6258                 throbbed    -1
## 6259                throbbing    -1
## 6260                   throbs    -1
## 6261                 throttle    -1
## 6262                     thug    -1
## 6263               thumb-down    -1
## 6264              thumbs-down    -1
## 6265                   thwart    -1
## 6266           time-consuming    -1
## 6267                    timid    -1
## 6268                 timidity    -1
## 6269                  timidly    -1
## 6270                timidness    -1
## 6271                    tin-y    -1
## 6272                  tingled    -1
## 6273                 tingling    -1
## 6274                    tired    -1
## 6275                 tiresome    -1
## 6276                   tiring    -1
## 6277                 tiringly    -1
## 6278                     toil    -1
## 6279                     toll    -1
## 6280                top-heavy    -1
## 6281                   topple    -1
## 6282                  torment    -1
## 6283                tormented    -1
## 6284                  torrent    -1
## 6285                 tortuous    -1
## 6286                  torture    -1
## 6287                 tortured    -1
## 6288                 tortures    -1
## 6289                torturing    -1
## 6290                torturous    -1
## 6291              torturously    -1
## 6292             totalitarian    -1
## 6293                   touchy    -1
## 6294                toughness    -1
## 6295                     tout    -1
## 6296                   touted    -1
## 6297                    touts    -1
## 6298                    toxic    -1
## 6299                  traduce    -1
## 6300                  tragedy    -1
## 6301                   tragic    -1
## 6302               tragically    -1
## 6303                  traitor    -1
## 6304               traitorous    -1
## 6305             traitorously    -1
## 6306                    tramp    -1
## 6307                  trample    -1
## 6308               transgress    -1
## 6309            transgression    -1
## 6310                     trap    -1
## 6311                   traped    -1
## 6312                  trapped    -1
## 6313                    trash    -1
## 6314                  trashed    -1
## 6315                   trashy    -1
## 6316                   trauma    -1
## 6317                traumatic    -1
## 6318            traumatically    -1
## 6319               traumatize    -1
## 6320              traumatized    -1
## 6321               travesties    -1
## 6322                 travesty    -1
## 6323              treacherous    -1
## 6324            treacherously    -1
## 6325                treachery    -1
## 6326                  treason    -1
## 6327               treasonous    -1
## 6328                    trick    -1
## 6329                  tricked    -1
## 6330                 trickery    -1
## 6331                   tricky    -1
## 6332                  trivial    -1
## 6333               trivialize    -1
## 6334                  trouble    -1
## 6335                 troubled    -1
## 6336             troublemaker    -1
## 6337                 troubles    -1
## 6338              troublesome    -1
## 6339            troublesomely    -1
## 6340                troubling    -1
## 6341              troublingly    -1
## 6342                   truant    -1
## 6343                   tumble    -1
## 6344                  tumbled    -1
## 6345                  tumbles    -1
## 6346               tumultuous    -1
## 6347                turbulent    -1
## 6348                  turmoil    -1
## 6349                    twist    -1
## 6350                  twisted    -1
## 6351                   twists    -1
## 6352                two-faced    -1
## 6353                two-faces    -1
## 6354               tyrannical    -1
## 6355             tyrannically    -1
## 6356                  tyranny    -1
## 6357                   tyrant    -1
## 6358                      ugh    -1
## 6359                   uglier    -1
## 6360                  ugliest    -1
## 6361                 ugliness    -1
## 6362                     ugly    -1
## 6363                 ulterior    -1
## 6364                ultimatum    -1
## 6365               ultimatums    -1
## 6366           ultra-hardline    -1
## 6367              un-viewable    -1
## 6368                   unable    -1
## 6369             unacceptable    -1
## 6370           unacceptablely    -1
## 6371             unacceptably    -1
## 6372             unaccessible    -1
## 6373             unaccustomed    -1
## 6374             unachievable    -1
## 6375             unaffordable    -1
## 6376              unappealing    -1
## 6377             unattractive    -1
## 6378              unauthentic    -1
## 6379              unavailable    -1
## 6380              unavoidably    -1
## 6381               unbearable    -1
## 6382             unbearablely    -1
## 6383             unbelievable    -1
## 6384             unbelievably    -1
## 6385                 uncaring    -1
## 6386                uncertain    -1
## 6387                  uncivil    -1
## 6388              uncivilized    -1
## 6389                  unclean    -1
## 6390                  unclear    -1
## 6391            uncollectible    -1
## 6392            uncomfortable    -1
## 6393            uncomfortably    -1
## 6394                  uncomfy    -1
## 6395            uncompetitive    -1
## 6396           uncompromising    -1
## 6397         uncompromisingly    -1
## 6398              unconfirmed    -1
## 6399         unconstitutional    -1
## 6400             uncontrolled    -1
## 6401             unconvincing    -1
## 6402           unconvincingly    -1
## 6403            uncooperative    -1
## 6404                  uncouth    -1
## 6405               uncreative    -1
## 6406                undecided    -1
## 6407                undefined    -1
## 6408          undependability    -1
## 6409             undependable    -1
## 6410                 undercut    -1
## 6411                undercuts    -1
## 6412             undercutting    -1
## 6413                 underdog    -1
## 6414            underestimate    -1
## 6415               underlings    -1
## 6416                undermine    -1
## 6417               undermined    -1
## 6418               undermines    -1
## 6419              undermining    -1
## 6420                underpaid    -1
## 6421             underpowered    -1
## 6422               undersized    -1
## 6423              undesirable    -1
## 6424             undetermined    -1
## 6425                    undid    -1
## 6426              undignified    -1
## 6427              undissolved    -1
## 6428             undocumented    -1
## 6429                   undone    -1
## 6430                    undue    -1
## 6431                   unease    -1
## 6432                 uneasily    -1
## 6433               uneasiness    -1
## 6434                   uneasy    -1
## 6435             uneconomical    -1
## 6436               unemployed    -1
## 6437                  unequal    -1
## 6438                unethical    -1
## 6439                   uneven    -1
## 6440               uneventful    -1
## 6441               unexpected    -1
## 6442             unexpectedly    -1
## 6443              unexplained    -1
## 6444                 unfairly    -1
## 6445               unfaithful    -1
## 6446             unfaithfully    -1
## 6447               unfamiliar    -1
## 6448              unfavorable    -1
## 6449                unfeeling    -1
## 6450               unfinished    -1
## 6451                    unfit    -1
## 6452               unforeseen    -1
## 6453              unforgiving    -1
## 6454              unfortunate    -1
## 6455            unfortunately    -1
## 6456                unfounded    -1
## 6457               unfriendly    -1
## 6458              unfulfilled    -1
## 6459                 unfunded    -1
## 6460             ungovernable    -1
## 6461               ungrateful    -1
## 6462                unhappily    -1
## 6463              unhappiness    -1
## 6464                  unhappy    -1
## 6465                unhealthy    -1
## 6466                unhelpful    -1
## 6467            unilateralism    -1
## 6468             unimaginable    -1
## 6469             unimaginably    -1
## 6470              unimportant    -1
## 6471               uninformed    -1
## 6472                uninsured    -1
## 6473           unintelligible    -1
## 6474            unintelligile    -1
## 6475                 unipolar    -1
## 6476                   unjust    -1
## 6477            unjustifiable    -1
## 6478            unjustifiably    -1
## 6479              unjustified    -1
## 6480                 unjustly    -1
## 6481                   unkind    -1
## 6482                 unkindly    -1
## 6483                  unknown    -1
## 6484             unlamentable    -1
## 6485             unlamentably    -1
## 6486                 unlawful    -1
## 6487               unlawfully    -1
## 6488             unlawfulness    -1
## 6489                  unleash    -1
## 6490               unlicensed    -1
## 6491                 unlikely    -1
## 6492                  unlucky    -1
## 6493                  unmoved    -1
## 6494                unnatural    -1
## 6495              unnaturally    -1
## 6496              unnecessary    -1
## 6497                 unneeded    -1
## 6498                  unnerve    -1
## 6499                 unnerved    -1
## 6500                unnerving    -1
## 6501              unnervingly    -1
## 6502                unnoticed    -1
## 6503               unobserved    -1
## 6504               unorthodox    -1
## 6505              unorthodoxy    -1
## 6506               unpleasant    -1
## 6507           unpleasantries    -1
## 6508                unpopular    -1
## 6509            unpredictable    -1
## 6510               unprepared    -1
## 6511             unproductive    -1
## 6512             unprofitable    -1
## 6513                  unprove    -1
## 6514                 unproved    -1
## 6515                 unproven    -1
## 6516                 unproves    -1
## 6517                unproving    -1
## 6518              unqualified    -1
## 6519                  unravel    -1
## 6520                unraveled    -1
## 6521              unreachable    -1
## 6522               unreadable    -1
## 6523              unrealistic    -1
## 6524             unreasonable    -1
## 6525             unreasonably    -1
## 6526              unrelenting    -1
## 6527            unrelentingly    -1
## 6528            unreliability    -1
## 6529               unreliable    -1
## 6530               unresolved    -1
## 6531             unresponsive    -1
## 6532                   unrest    -1
## 6533                   unruly    -1
## 6534                   unsafe    -1
## 6535           unsatisfactory    -1
## 6536                 unsavory    -1
## 6537             unscrupulous    -1
## 6538           unscrupulously    -1
## 6539                 unsecure    -1
## 6540                 unseemly    -1
## 6541                 unsettle    -1
## 6542                unsettled    -1
## 6543               unsettling    -1
## 6544             unsettlingly    -1
## 6545                unskilled    -1
## 6546          unsophisticated    -1
## 6547                  unsound    -1
## 6548              unspeakable    -1
## 6549            unspeakablely    -1
## 6550              unspecified    -1
## 6551                 unstable    -1
## 6552               unsteadily    -1
## 6553             unsteadiness    -1
## 6554                 unsteady    -1
## 6555             unsuccessful    -1
## 6556           unsuccessfully    -1
## 6557              unsupported    -1
## 6558             unsupportive    -1
## 6559                   unsure    -1
## 6560             unsuspecting    -1
## 6561            unsustainable    -1
## 6562                untenable    -1
## 6563                 untested    -1
## 6564              unthinkable    -1
## 6565              unthinkably    -1
## 6566                 untimely    -1
## 6567                untouched    -1
## 6568                   untrue    -1
## 6569            untrustworthy    -1
## 6570               untruthful    -1
## 6571                 unusable    -1
## 6572                 unusably    -1
## 6573                unuseable    -1
## 6574                unuseably    -1
## 6575                  unusual    -1
## 6576                unusually    -1
## 6577               unviewable    -1
## 6578                 unwanted    -1
## 6579              unwarranted    -1
## 6580              unwatchable    -1
## 6581                unwelcome    -1
## 6582                   unwell    -1
## 6583                 unwieldy    -1
## 6584                unwilling    -1
## 6585              unwillingly    -1
## 6586            unwillingness    -1
## 6587                   unwise    -1
## 6588                 unwisely    -1
## 6589               unworkable    -1
## 6590                 unworthy    -1
## 6591               unyielding    -1
## 6592                  upbraid    -1
## 6593                 upheaval    -1
## 6594                 uprising    -1
## 6595                   uproar    -1
## 6596               uproarious    -1
## 6597             uproariously    -1
## 6598                uproarous    -1
## 6599              uproarously    -1
## 6600                   uproot    -1
## 6601                    upset    -1
## 6602                 upseting    -1
## 6603                   upsets    -1
## 6604                upsetting    -1
## 6605              upsettingly    -1
## 6606                   urgent    -1
## 6607                  useless    -1
## 6608                    usurp    -1
## 6609                  usurper    -1
## 6610                  utterly    -1
## 6611                  vagrant    -1
## 6612                    vague    -1
## 6613                vagueness    -1
## 6614                     vain    -1
## 6615                   vainly    -1
## 6616                   vanity    -1
## 6617                 vehement    -1
## 6618               vehemently    -1
## 6619                vengeance    -1
## 6620                 vengeful    -1
## 6621               vengefully    -1
## 6622             vengefulness    -1
## 6623                    venom    -1
## 6624                 venomous    -1
## 6625               venomously    -1
## 6626                     vent    -1
## 6627                 vestiges    -1
## 6628                      vex    -1
## 6629                 vexation    -1
## 6630                   vexing    -1
## 6631                 vexingly    -1
## 6632                  vibrate    -1
## 6633                 vibrated    -1
## 6634                 vibrates    -1
## 6635                vibrating    -1
## 6636                vibration    -1
## 6637                     vice    -1
## 6638                  vicious    -1
## 6639                viciously    -1
## 6640              viciousness    -1
## 6641                victimize    -1
## 6642                     vile    -1
## 6643                 vileness    -1
## 6644                   vilify    -1
## 6645               villainous    -1
## 6646             villainously    -1
## 6647                 villains    -1
## 6648                  villian    -1
## 6649               villianous    -1
## 6650             villianously    -1
## 6651                  villify    -1
## 6652               vindictive    -1
## 6653             vindictively    -1
## 6654           vindictiveness    -1
## 6655                  violate    -1
## 6656                violation    -1
## 6657                 violator    -1
## 6658                violators    -1
## 6659                  violent    -1
## 6660                violently    -1
## 6661                    viper    -1
## 6662                virulence    -1
## 6663                 virulent    -1
## 6664               virulently    -1
## 6665                    virus    -1
## 6666               vociferous    -1
## 6667             vociferously    -1
## 6668                 volatile    -1
## 6669               volatility    -1
## 6670                    vomit    -1
## 6671                  vomited    -1
## 6672                 vomiting    -1
## 6673                   vomits    -1
## 6674                   vulgar    -1
## 6675               vulnerable    -1
## 6676                     wack    -1
## 6677                     wail    -1
## 6678                   wallow    -1
## 6679                     wane    -1
## 6680                   waning    -1
## 6681                   wanton    -1
## 6682                 war-like    -1
## 6683                   warily    -1
## 6684                 wariness    -1
## 6685                  warlike    -1
## 6686                   warned    -1
## 6687                  warning    -1
## 6688                     warp    -1
## 6689                   warped    -1
## 6690                     wary    -1
## 6691               washed-out    -1
## 6692                    waste    -1
## 6693                   wasted    -1
## 6694                 wasteful    -1
## 6695             wastefulness    -1
## 6696                  wasting    -1
## 6697               water-down    -1
## 6698             watered-down    -1
## 6699                  wayward    -1
## 6700                     weak    -1
## 6701                   weaken    -1
## 6702                weakening    -1
## 6703                   weaker    -1
## 6704                 weakness    -1
## 6705               weaknesses    -1
## 6706                weariness    -1
## 6707                wearisome    -1
## 6708                    weary    -1
## 6709                    wedge    -1
## 6710                     weed    -1
## 6711                     weep    -1
## 6712                    weird    -1
## 6713                  weirdly    -1
## 6714                  wheedle    -1
## 6715                  whimper    -1
## 6716                    whine    -1
## 6717                  whining    -1
## 6718                    whiny    -1
## 6719                    whips    -1
## 6720                    whore    -1
## 6721                   whores    -1
## 6722                   wicked    -1
## 6723                 wickedly    -1
## 6724               wickedness    -1
## 6725                     wild    -1
## 6726                   wildly    -1
## 6727                    wiles    -1
## 6728                     wilt    -1
## 6729                     wily    -1
## 6730                    wimpy    -1
## 6731                    wince    -1
## 6732                   wobble    -1
## 6733                  wobbled    -1
## 6734                  wobbles    -1
## 6735                      woe    -1
## 6736                woebegone    -1
## 6737                   woeful    -1
## 6738                 woefully    -1
## 6739                womanizer    -1
## 6740               womanizing    -1
## 6741                     worn    -1
## 6742                  worried    -1
## 6743                worriedly    -1
## 6744                  worrier    -1
## 6745                  worries    -1
## 6746                worrisome    -1
## 6747                    worry    -1
## 6748                 worrying    -1
## 6749               worryingly    -1
## 6750                    worse    -1
## 6751                   worsen    -1
## 6752                worsening    -1
## 6753                    worst    -1
## 6754                worthless    -1
## 6755              worthlessly    -1
## 6756            worthlessness    -1
## 6757                    wound    -1
## 6758                   wounds    -1
## 6759                  wrangle    -1
## 6760                    wrath    -1
## 6761                    wreak    -1
## 6762                  wreaked    -1
## 6763                   wreaks    -1
## 6764                    wreck    -1
## 6765                    wrest    -1
## 6766                  wrestle    -1
## 6767                   wretch    -1
## 6768                 wretched    -1
## 6769               wretchedly    -1
## 6770             wretchedness    -1
## 6771                  wrinkle    -1
## 6772                 wrinkled    -1
## 6773                 wrinkles    -1
## 6774                     wrip    -1
## 6775                  wripped    -1
## 6776                 wripping    -1
## 6777                   writhe    -1
## 6778                    wrong    -1
## 6779                 wrongful    -1
## 6780                  wrongly    -1
## 6781                  wrought    -1
## 6782                     yawn    -1
## 6783                      zap    -1
## 6784                   zapped    -1
## 6785                     zaps    -1
## 6786                   zealot    -1
## 6787                  zealous    -1
## 6788                zealously    -1
## 6789                   zombie    -1
sum(pomsentisyu)
## [1] 8.4
sum(pomsentibing)
## [1] -22
mean(pomsentisyu)
## [1] 0.1090909
mean(pomsentibing)
## [1] -0.2857143

Plots

plot(
  pomsentisyu, 
  main = "Princess of Mars Plot Trajectory",
  xlab = "Narrative",
  ylab = "Emotional Valence"
)

plot(
  pomsentibing, 
  main = "Princess of Mars Plot Trajectory: Bing",
  xlab = "Narrative",
  ylab = "Emotional Valence"
)

Get percentage Values

pomsentipctval10 <- get_percentage_values(pomsentisyu, bins = 10)
structure(pomsentipctval10)
##          1          2          3          4          5          6          7 
## -0.6187500  0.4375000  1.1571429 -0.2687500  0.2812500  0.0500000 -0.6625000 
##          8          9         10 
##  0.2285714  0.2437500  0.3812500
plot(
  pomsentipctval10, 
  main = "Princess of Mars Plot Trajectory Percentage Value 10 ins",
  xlab = "Narrative",
  ylab = "Emotional Valence",
  col = "maroon"
)

pomsentipctval20 <- get_percentage_values(pomsentisyu, bins = 20)
structure(pomsentipctval20)
##           1           2           3           4           5           6 
## -0.10000000 -1.13750000  0.90000000 -0.02500000  1.47500000  0.73333333 
##           7           8           9          10          11          12 
## -0.53750000  0.00000000  1.05000000 -0.48750000  0.25000000 -0.10000000 
##          13          14          15          16          17          18 
## -0.20000000 -1.12500000  0.42500000 -0.03333333  0.95000000 -0.46250000 
##          19          20 
##  0.88750000 -0.12500000
plot(
  pomsentipctval20, 
  main = "Princess of Mars Plot Trajectory Percentage Value 20 ins",
  xlab = "Narrative",
  ylab = "Emotional Valence",
  col = "maroon"
)